IMPORTS¶

Import Libaries¶

In [1]:
import numpy as np
import pandas as pd

# Regular Edxpression libary
import re

# machine learning libaries: Hypertuning
from sklearn.model_selection import train_test_split
from sklearn.linear_model import LinearRegression
from sklearn.metrics import mean_squared_error, r2_score
from sklearn.metrics import r2_score
from sklearn.tree import DecisionTreeRegressor ,plot_tree
from sklearn.metrics import mean_absolute_error
from sklearn.preprocessing import LabelEncoder
from sklearn.ensemble import RandomForestClassifier

# machine learning libaries: Boosting
import xgboost as xgb

# visualisation libaries
import matplotlib.pyplot as plt
import seaborn as sns
import plotly.graph_objs as go
import plotly.express as px
import plotly.offline as py

Import Data¶

In [2]:
#Importing 1st CSV file - Glassdoor Gender Pay Gap_1.csv
pay_gap1=pd.read_csv("Glassdoor Gender Pay Gap_1.csv")
In [3]:
pay_gap1.head()
Out[3]:
JobTitle Gender Age PerfEval Education Dept Seniority BasePay Bonus
0 Graphic Designer Female 18 5 College Operations 2 42363 9938
1 Software Engineer Male 21 5 College Management 5 108476 11128
2 Warehouse Associate Female 19 4 PhD Administration 5 90208 9268
3 Software Engineer Male 20 5 Masters Sales 4 108080 10154
4 Graphic Designer Male 26 5 Masters Engineering 5 99464 9319
In [4]:
#check the type of dataframe and if any null values in the datframe
pay_gap1.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 499 entries, 0 to 498
Data columns (total 9 columns):
 #   Column     Non-Null Count  Dtype 
---  ------     --------------  ----- 
 0   JobTitle   499 non-null    object
 1   Gender     499 non-null    object
 2   Age        499 non-null    int64 
 3   PerfEval   499 non-null    int64 
 4   Education  499 non-null    object
 5   Dept       499 non-null    object
 6   Seniority  499 non-null    int64 
 7   BasePay    499 non-null    int64 
 8   Bonus      499 non-null    int64 
dtypes: int64(5), object(4)
memory usage: 35.2+ KB
In [5]:
#check for regular null values
pay_gap1.isnull().any()
Out[5]:
JobTitle     False
Gender       False
Age          False
PerfEval     False
Education    False
Dept         False
Seniority    False
BasePay      False
Bonus        False
dtype: bool
In [6]:
pay_gap1.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 499 entries, 0 to 498
Data columns (total 9 columns):
 #   Column     Non-Null Count  Dtype 
---  ------     --------------  ----- 
 0   JobTitle   499 non-null    object
 1   Gender     499 non-null    object
 2   Age        499 non-null    int64 
 3   PerfEval   499 non-null    int64 
 4   Education  499 non-null    object
 5   Dept       499 non-null    object
 6   Seniority  499 non-null    int64 
 7   BasePay    499 non-null    int64 
 8   Bonus      499 non-null    int64 
dtypes: int64(5), object(4)
memory usage: 35.2+ KB
In [7]:
# no null values noted, if there had been, the following would have been used: 
pay_gap1= pay_gap1.fillna("unknown")
In [8]:
#Importing 2nd CSV file - Glassdoor Gender Pay Gap_2.csv
pay_gap2=pd.read_csv("Glassdoor Gender Pay Gap_2.csv")
In [9]:
# check the headings to ensure no disparity with first dataset
pay_gap2.head()
Out[9]:
JobTitle Gender Age PerfEval Education Dept Seniority BasePay Bonus
0 Sales Associate Male 28 3 College Management 3 85986 8160
1 Financial Analyst Male 32 4 Masters Sales 3 78132 8035
2 Manager Male 57 4 Masters Operations 3 135073 6898
3 Driver Female 52 4 High School Operations 1 78751 6258
4 Software Engineer Male 64 5 High School Sales 2 118231 7440
In [10]:
pay_gap2.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 505 entries, 0 to 504
Data columns (total 9 columns):
 #   Column     Non-Null Count  Dtype 
---  ------     --------------  ----- 
 0   JobTitle   505 non-null    object
 1   Gender     505 non-null    object
 2   Age        505 non-null    int64 
 3   PerfEval   505 non-null    int64 
 4   Education  505 non-null    object
 5   Dept       505 non-null    object
 6   Seniority  505 non-null    int64 
 7   BasePay    505 non-null    int64 
 8   Bonus      505 non-null    int64 
dtypes: int64(5), object(4)
memory usage: 35.6+ KB
In [11]:
#check for regular null values
pay_gap2.isnull().any()
Out[11]:
JobTitle     False
Gender       False
Age          False
PerfEval     False
Education    False
Dept         False
Seniority    False
BasePay      False
Bonus        False
dtype: bool

Analysing the Data¶

Merging the dataframes¶

In [12]:
#merge the dataframes before doing any further review or data clean-up 
pay_gap =  pd.concat(
    map(pd.read_csv, ['Glassdoor Gender Pay Gap_1.csv', 'Glassdoor Gender Pay Gap_2.csv']), ignore_index=True)
In [13]:
#data observed from the two tables indicates that obnce combined, there should be 1,004 rows of data
pay_gap.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1004 entries, 0 to 1003
Data columns (total 9 columns):
 #   Column     Non-Null Count  Dtype 
---  ------     --------------  ----- 
 0   JobTitle   1004 non-null   object
 1   Gender     1004 non-null   object
 2   Age        1004 non-null   int64 
 3   PerfEval   1004 non-null   int64 
 4   Education  1004 non-null   object
 5   Dept       1004 non-null   object
 6   Seniority  1004 non-null   int64 
 7   BasePay    1004 non-null   int64 
 8   Bonus      1004 non-null   int64 
dtypes: int64(5), object(4)
memory usage: 70.7+ KB

Dropping Duplicates¶

In [14]:
#Checking duplicates
pay_gap.duplicated().sum()
Out[14]:
4
In [15]:
#drop the duplicates
pay_gap = pay_gap.drop_duplicates().reset_index(drop=True)
In [16]:
pay_gap.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1000 entries, 0 to 999
Data columns (total 9 columns):
 #   Column     Non-Null Count  Dtype 
---  ------     --------------  ----- 
 0   JobTitle   1000 non-null   object
 1   Gender     1000 non-null   object
 2   Age        1000 non-null   int64 
 3   PerfEval   1000 non-null   int64 
 4   Education  1000 non-null   object
 5   Dept       1000 non-null   object
 6   Seniority  1000 non-null   int64 
 7   BasePay    1000 non-null   int64 
 8   Bonus      1000 non-null   int64 
dtypes: int64(5), object(4)
memory usage: 70.4+ KB

Cleaning the data¶

In [17]:
#Combine the Basepay & Bonus pay to assist with analysis
pay_gap['TotalPay'] = pay_gap['BasePay'] + pay_gap['Bonus']
In [18]:
pay_gap
Out[18]:
JobTitle Gender Age PerfEval Education Dept Seniority BasePay Bonus TotalPay
0 Graphic Designer Female 18 5 College Operations 2 42363 9938 52301
1 Software Engineer Male 21 5 College Management 5 108476 11128 119604
2 Warehouse Associate Female 19 4 PhD Administration 5 90208 9268 99476
3 Software Engineer Male 20 5 Masters Sales 4 108080 10154 118234
4 Graphic Designer Male 26 5 Masters Engineering 5 99464 9319 108783
... ... ... ... ... ... ... ... ... ... ...
995 Marketing Associate Female 61 1 High School Administration 1 62644 3270 65914
996 Data Scientist Male 57 1 Masters Sales 2 108977 3567 112544
997 Financial Analyst Male 48 1 High School Operations 1 92347 2724 95071
998 Financial Analyst Male 65 2 High School Administration 1 97376 2225 99601
999 Financial Analyst Male 60 1 PhD Sales 2 123108 2244 125352

1000 rows × 10 columns

In [19]:
#rename index Column
pay_gap.index.rename('Ref_Number', inplace=True)
In [20]:
pay_gap.shape
Out[20]:
(1000, 10)
In [21]:
pay_gap.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1000 entries, 0 to 999
Data columns (total 10 columns):
 #   Column     Non-Null Count  Dtype 
---  ------     --------------  ----- 
 0   JobTitle   1000 non-null   object
 1   Gender     1000 non-null   object
 2   Age        1000 non-null   int64 
 3   PerfEval   1000 non-null   int64 
 4   Education  1000 non-null   object
 5   Dept       1000 non-null   object
 6   Seniority  1000 non-null   int64 
 7   BasePay    1000 non-null   int64 
 8   Bonus      1000 non-null   int64 
 9   TotalPay   1000 non-null   int64 
dtypes: int64(6), object(4)
memory usage: 78.2+ KB
In [22]:
pay_gap.head()
Out[22]:
JobTitle Gender Age PerfEval Education Dept Seniority BasePay Bonus TotalPay
Ref_Number
0 Graphic Designer Female 18 5 College Operations 2 42363 9938 52301
1 Software Engineer Male 21 5 College Management 5 108476 11128 119604
2 Warehouse Associate Female 19 4 PhD Administration 5 90208 9268 99476
3 Software Engineer Male 20 5 Masters Sales 4 108080 10154 118234
4 Graphic Designer Male 26 5 Masters Engineering 5 99464 9319 108783
In [23]:
#Review number of Males Vs Females levels and number of these
pay_gap.Gender.value_counts()
Out[23]:
Male      532
Female    468
Name: Gender, dtype: int64
In [24]:
#Review unique education levels and number of these
print('Education Level: ')
pay_gap.Education.value_counts()
Education Level: 
Out[24]:
High School    265
Masters        256
College        241
PhD            238
Name: Education, dtype: int64
In [25]:
# count number of each education level by gender
education_counts = pay_gap.groupby('Gender')['Education'].value_counts()
In [26]:
# print education levels by gender
print('Education Level by Gender:')
print(education_counts)
Education Level by Gender:
Gender  Education  
Female  High School    132
        College        123
        Masters        107
        PhD            106
Male    Masters        149
        High School    133
        PhD            132
        College        118
Name: Education, dtype: int64
In [27]:
# count number of each Performance evaluation by gender
perfeval_counts = pay_gap.groupby('Gender')['PerfEval'].value_counts()
In [28]:
# print performance levels by gender
print('Performance Evaluation by Gender:')
print(perfeval_counts)
Performance Evaluation by Gender:
Gender  PerfEval
Female  1           106
        4            96
        2            90
        3            88
        5            88
Male    5           121
        4           111
        3           106
        2           102
        1            92
Name: PerfEval, dtype: int64
In [29]:
# count number of each age level by gender
age_counts = pay_gap.groupby('Gender')['Age'].value_counts()
In [30]:
# print age by gender
print('Age by Gender:')
age_counts
Age by Gender:
Out[30]:
Gender  Age
Female  34     15
        57     15
        45     14
        49     14
        22     13
               ..
Male    54      7
        46      6
        52      6
        61      6
        34      5
Name: Age, Length: 96, dtype: int64
In [31]:
pd.set_option('display.max_rows', None) 
In [32]:
age_counts
Out[32]:
Gender  Age
Female  34     15
        57     15
        45     14
        49     14
        22     13
        33     13
        41     13
        55     13
        26     12
        47     12
        48     12
        61     12
        62     12
        18     11
        20     11
        24     11
        36     11
        53     11
        58     11
        63     11
        27     10
        44     10
        65     10
        28      9
        35      9
        38      9
        42      9
        50      9
        51      9
        56      9
        59      9
        19      8
        23      8
        29      8
        30      8
        31      8
        32      8
        37      8
        46      8
        52      8
        21      7
        39      7
        43      7
        54      6
        64      6
        40      5
        60      5
        25      4
Male    18     18
        36     16
        62     16
        20     15
        40     15
        53     15
        58     15
        64     15
        23     14
        29     14
        31     14
        49     14
        59     14
        21     13
        22     13
        24     13
        33     13
        55     13
        60     13
        19     12
        56     12
        65     12
        26     11
        30     11
        45     11
        63     11
        25     10
        27     10
        28     10
        39     10
        57     10
        32      9
        35      9
        47      9
        48      9
        51      9
        37      8
        38      8
        41      8
        43      8
        44      8
        42      7
        50      7
        54      7
        46      6
        52      6
        61      6
        34      5
Name: Age, dtype: int64

Using Regex to extract a pattern in data¶

In [33]:
# define function to get unique words from a column
def get_unique_words(pay_gap, JobTitle):
    all_text = ' '.join(pay_gap[JobTitle].astype(str).tolist())
    all_words = all_text.split()
    return set(all_words)
In [34]:
# call function to identify unique words in jobtitles 
unique_words = get_unique_words(pay_gap, 'JobTitle')
print(f'The unique words in the "JobTitle" column are: {unique_words}')
The unique words in the "JobTitle" column are: {'Data', 'IT', 'Designer', 'Manager', 'Sales', 'Engineer', 'Graphic', 'Financial', 'Marketing', 'Associate', 'Analyst', 'Driver', 'Software', 'Warehouse', 'Scientist'}
In [35]:
# define list of 15 unique words to search for
unique_words = ['Warehouse', 'Analyst', 'Financial', 'Associate', 'Marketing', 'Scientist', 'Designer', 'Sales', 'Manager', 'IT', 'Driver', 'Graphic', 'Data', 'Engineer', 'Software']
In [36]:
# create function to count occurrences of each unique word in column
def count_words(pay_gap, JobTitle, words):
    counts = {word: 0 for word in words}
    for value in pay_gap[JobTitle]:
        for word in words:
            pattern = fr'\b{word}\b'
            matches = re.findall(pattern, value, flags=re.IGNORECASE)
            counts[word] += len(matches)
    return counts
In [37]:
# call function and print results
word_counts = count_words(pay_gap, 'JobTitle', unique_words)
for word, count in word_counts.items():
    print(f'The word "{word}" appears {count} times in the JobTitle column.')
The word "Warehouse" appears 90 times in the JobTitle column.
The word "Analyst" appears 107 times in the JobTitle column.
The word "Financial" appears 107 times in the JobTitle column.
The word "Associate" appears 302 times in the JobTitle column.
The word "Marketing" appears 118 times in the JobTitle column.
The word "Scientist" appears 107 times in the JobTitle column.
The word "Designer" appears 98 times in the JobTitle column.
The word "Sales" appears 94 times in the JobTitle column.
The word "Manager" appears 90 times in the JobTitle column.
The word "IT" appears 96 times in the JobTitle column.
The word "Driver" appears 91 times in the JobTitle column.
The word "Graphic" appears 98 times in the JobTitle column.
The word "Data" appears 107 times in the JobTitle column.
The word "Engineer" appears 109 times in the JobTitle column.
The word "Software" appears 109 times in the JobTitle column.

Use of iterators¶

In [38]:
# Create an iterator for grouping the data by gender, age, education, and seniority
groups = pay_gap.groupby(['Gender', 'Age', 'Education', 'Seniority'])
In [39]:
# Iterate over the groups and calculate the average pay for each group
for group, data in groups:
    avg_pay = data['TotalPay'].mean()
    print(f"Gender: {group[0]}, Age: {group[1]}, Education: {group[2]}, Seniority: {group[3]}, Average Pay: {avg_pay}")
Gender: Female, Age: 18, Education: College, Seniority: 1, Average Pay: 47695.0
Gender: Female, Age: 18, Education: College, Seniority: 2, Average Pay: 52301.0
Gender: Female, Age: 18, Education: College, Seniority: 3, Average Pay: 72883.0
Gender: Female, Age: 18, Education: High School, Seniority: 2, Average Pay: 57135.5
Gender: Female, Age: 18, Education: Masters, Seniority: 1, Average Pay: 60262.0
Gender: Female, Age: 18, Education: Masters, Seniority: 2, Average Pay: 51237.0
Gender: Female, Age: 18, Education: Masters, Seniority: 4, Average Pay: 78221.0
Gender: Female, Age: 18, Education: Masters, Seniority: 5, Average Pay: 81790.0
Gender: Female, Age: 18, Education: PhD, Seniority: 3, Average Pay: 87205.0
Gender: Female, Age: 19, Education: College, Seniority: 2, Average Pay: 79088.5
Gender: Female, Age: 19, Education: College, Seniority: 3, Average Pay: 92997.0
Gender: Female, Age: 19, Education: College, Seniority: 4, Average Pay: 95446.0
Gender: Female, Age: 19, Education: High School, Seniority: 1, Average Pay: 45662.0
Gender: Female, Age: 19, Education: High School, Seniority: 4, Average Pay: 81532.0
Gender: Female, Age: 19, Education: Masters, Seniority: 2, Average Pay: 84991.0
Gender: Female, Age: 19, Education: PhD, Seniority: 5, Average Pay: 99476.0
Gender: Female, Age: 20, Education: College, Seniority: 2, Average Pay: 63178.0
Gender: Female, Age: 20, Education: College, Seniority: 3, Average Pay: 71830.0
Gender: Female, Age: 20, Education: College, Seniority: 4, Average Pay: 77994.5
Gender: Female, Age: 20, Education: High School, Seniority: 1, Average Pay: 47688.0
Gender: Female, Age: 20, Education: High School, Seniority: 3, Average Pay: 69376.0
Gender: Female, Age: 20, Education: Masters, Seniority: 4, Average Pay: 73285.0
Gender: Female, Age: 20, Education: PhD, Seniority: 4, Average Pay: 81016.0
Gender: Female, Age: 20, Education: PhD, Seniority: 5, Average Pay: 68343.0
Gender: Female, Age: 21, Education: College, Seniority: 5, Average Pay: 95967.5
Gender: Female, Age: 21, Education: Masters, Seniority: 4, Average Pay: 93191.0
Gender: Female, Age: 21, Education: PhD, Seniority: 2, Average Pay: 72633.0
Gender: Female, Age: 21, Education: PhD, Seniority: 3, Average Pay: 80676.0
Gender: Female, Age: 21, Education: PhD, Seniority: 4, Average Pay: 95892.0
Gender: Female, Age: 22, Education: College, Seniority: 2, Average Pay: 64504.0
Gender: Female, Age: 22, Education: College, Seniority: 4, Average Pay: 85010.0
Gender: Female, Age: 22, Education: High School, Seniority: 1, Average Pay: 64631.0
Gender: Female, Age: 22, Education: High School, Seniority: 3, Average Pay: 84495.0
Gender: Female, Age: 22, Education: High School, Seniority: 4, Average Pay: 112335.0
Gender: Female, Age: 22, Education: High School, Seniority: 5, Average Pay: 98707.0
Gender: Female, Age: 22, Education: Masters, Seniority: 1, Average Pay: 46223.0
Gender: Female, Age: 22, Education: Masters, Seniority: 2, Average Pay: 74253.0
Gender: Female, Age: 22, Education: Masters, Seniority: 3, Average Pay: 96986.0
Gender: Female, Age: 22, Education: Masters, Seniority: 4, Average Pay: 109388.0
Gender: Female, Age: 22, Education: PhD, Seniority: 1, Average Pay: 44638.0
Gender: Female, Age: 22, Education: PhD, Seniority: 5, Average Pay: 121023.0
Gender: Female, Age: 23, Education: College, Seniority: 2, Average Pay: 59680.0
Gender: Female, Age: 23, Education: College, Seniority: 5, Average Pay: 108395.0
Gender: Female, Age: 23, Education: High School, Seniority: 2, Average Pay: 52568.0
Gender: Female, Age: 23, Education: High School, Seniority: 4, Average Pay: 83682.0
Gender: Female, Age: 23, Education: Masters, Seniority: 4, Average Pay: 67847.0
Gender: Female, Age: 23, Education: PhD, Seniority: 3, Average Pay: 62352.0
Gender: Female, Age: 23, Education: PhD, Seniority: 5, Average Pay: 99190.0
Gender: Female, Age: 24, Education: College, Seniority: 4, Average Pay: 79728.0
Gender: Female, Age: 24, Education: College, Seniority: 5, Average Pay: 109494.0
Gender: Female, Age: 24, Education: High School, Seniority: 1, Average Pay: 72877.0
Gender: Female, Age: 24, Education: High School, Seniority: 2, Average Pay: 71901.0
Gender: Female, Age: 24, Education: High School, Seniority: 3, Average Pay: 55918.0
Gender: Female, Age: 24, Education: High School, Seniority: 4, Average Pay: 85511.0
Gender: Female, Age: 24, Education: High School, Seniority: 5, Average Pay: 101424.0
Gender: Female, Age: 24, Education: Masters, Seniority: 3, Average Pay: 83422.0
Gender: Female, Age: 24, Education: Masters, Seniority: 5, Average Pay: 89752.0
Gender: Female, Age: 24, Education: PhD, Seniority: 3, Average Pay: 112658.0
Gender: Female, Age: 24, Education: PhD, Seniority: 4, Average Pay: 64926.0
Gender: Female, Age: 25, Education: High School, Seniority: 1, Average Pay: 44722.0
Gender: Female, Age: 25, Education: Masters, Seniority: 4, Average Pay: 95454.0
Gender: Female, Age: 25, Education: Masters, Seniority: 5, Average Pay: 125414.0
Gender: Female, Age: 26, Education: College, Seniority: 1, Average Pay: 67980.0
Gender: Female, Age: 26, Education: College, Seniority: 2, Average Pay: 66593.66666666667
Gender: Female, Age: 26, Education: College, Seniority: 3, Average Pay: 79782.0
Gender: Female, Age: 26, Education: High School, Seniority: 1, Average Pay: 40958.0
Gender: Female, Age: 26, Education: High School, Seniority: 3, Average Pay: 64148.0
Gender: Female, Age: 26, Education: Masters, Seniority: 5, Average Pay: 107253.0
Gender: Female, Age: 26, Education: PhD, Seniority: 3, Average Pay: 84513.0
Gender: Female, Age: 26, Education: PhD, Seniority: 4, Average Pay: 89539.0
Gender: Female, Age: 26, Education: PhD, Seniority: 5, Average Pay: 117115.0
Gender: Female, Age: 27, Education: College, Seniority: 2, Average Pay: 72180.0
Gender: Female, Age: 27, Education: High School, Seniority: 1, Average Pay: 63346.0
Gender: Female, Age: 27, Education: High School, Seniority: 4, Average Pay: 95892.0
Gender: Female, Age: 27, Education: High School, Seniority: 5, Average Pay: 89359.0
Gender: Female, Age: 27, Education: Masters, Seniority: 2, Average Pay: 60009.0
Gender: Female, Age: 27, Education: PhD, Seniority: 1, Average Pay: 74590.0
Gender: Female, Age: 27, Education: PhD, Seniority: 3, Average Pay: 83691.0
Gender: Female, Age: 28, Education: College, Seniority: 5, Average Pay: 121218.0
Gender: Female, Age: 28, Education: High School, Seniority: 1, Average Pay: 58320.0
Gender: Female, Age: 28, Education: High School, Seniority: 4, Average Pay: 109291.0
Gender: Female, Age: 28, Education: Masters, Seniority: 1, Average Pay: 70000.0
Gender: Female, Age: 28, Education: Masters, Seniority: 5, Average Pay: 78124.0
Gender: Female, Age: 28, Education: PhD, Seniority: 3, Average Pay: 96981.0
Gender: Female, Age: 28, Education: PhD, Seniority: 4, Average Pay: 112146.0
Gender: Female, Age: 28, Education: PhD, Seniority: 5, Average Pay: 110978.0
Gender: Female, Age: 29, Education: College, Seniority: 1, Average Pay: 67397.0
Gender: Female, Age: 29, Education: High School, Seniority: 3, Average Pay: 82631.5
Gender: Female, Age: 29, Education: High School, Seniority: 4, Average Pay: 81071.0
Gender: Female, Age: 29, Education: Masters, Seniority: 3, Average Pay: 80651.0
Gender: Female, Age: 29, Education: Masters, Seniority: 4, Average Pay: 96506.0
Gender: Female, Age: 29, Education: Masters, Seniority: 5, Average Pay: 98640.0
Gender: Female, Age: 29, Education: PhD, Seniority: 2, Average Pay: 63240.0
Gender: Female, Age: 30, Education: College, Seniority: 5, Average Pay: 101905.0
Gender: Female, Age: 30, Education: High School, Seniority: 2, Average Pay: 47661.0
Gender: Female, Age: 30, Education: High School, Seniority: 4, Average Pay: 98562.0
Gender: Female, Age: 30, Education: High School, Seniority: 5, Average Pay: 119421.0
Gender: Female, Age: 30, Education: Masters, Seniority: 1, Average Pay: 44013.0
Gender: Female, Age: 30, Education: Masters, Seniority: 2, Average Pay: 89182.0
Gender: Female, Age: 30, Education: Masters, Seniority: 5, Average Pay: 109529.0
Gender: Female, Age: 31, Education: College, Seniority: 1, Average Pay: 62149.0
Gender: Female, Age: 31, Education: College, Seniority: 2, Average Pay: 90201.0
Gender: Female, Age: 31, Education: High School, Seniority: 2, Average Pay: 67765.5
Gender: Female, Age: 31, Education: High School, Seniority: 3, Average Pay: 71240.0
Gender: Female, Age: 31, Education: Masters, Seniority: 2, Average Pay: 63685.0
Gender: Female, Age: 31, Education: PhD, Seniority: 5, Average Pay: 111478.0
Gender: Female, Age: 32, Education: College, Seniority: 3, Average Pay: 78442.0
Gender: Female, Age: 32, Education: College, Seniority: 4, Average Pay: 87635.0
Gender: Female, Age: 32, Education: High School, Seniority: 1, Average Pay: 64613.0
Gender: Female, Age: 32, Education: High School, Seniority: 4, Average Pay: 88730.0
Gender: Female, Age: 32, Education: PhD, Seniority: 1, Average Pay: 81306.0
Gender: Female, Age: 32, Education: PhD, Seniority: 2, Average Pay: 107661.0
Gender: Female, Age: 33, Education: College, Seniority: 1, Average Pay: 80022.0
Gender: Female, Age: 33, Education: College, Seniority: 4, Average Pay: 93947.5
Gender: Female, Age: 33, Education: High School, Seniority: 1, Average Pay: 62904.0
Gender: Female, Age: 33, Education: High School, Seniority: 2, Average Pay: 55033.0
Gender: Female, Age: 33, Education: High School, Seniority: 3, Average Pay: 85103.5
Gender: Female, Age: 33, Education: High School, Seniority: 4, Average Pay: 84837.0
Gender: Female, Age: 33, Education: High School, Seniority: 5, Average Pay: 104453.0
Gender: Female, Age: 33, Education: Masters, Seniority: 2, Average Pay: 99069.0
Gender: Female, Age: 33, Education: PhD, Seniority: 1, Average Pay: 56144.0
Gender: Female, Age: 34, Education: College, Seniority: 1, Average Pay: 59645.5
Gender: Female, Age: 34, Education: College, Seniority: 2, Average Pay: 43358.0
Gender: Female, Age: 34, Education: College, Seniority: 4, Average Pay: 105294.0
Gender: Female, Age: 34, Education: High School, Seniority: 1, Average Pay: 63911.0
Gender: Female, Age: 34, Education: High School, Seniority: 3, Average Pay: 72872.0
Gender: Female, Age: 34, Education: High School, Seniority: 4, Average Pay: 115779.0
Gender: Female, Age: 34, Education: High School, Seniority: 5, Average Pay: 100368.33333333333
Gender: Female, Age: 34, Education: Masters, Seniority: 1, Average Pay: 60461.0
Gender: Female, Age: 34, Education: Masters, Seniority: 2, Average Pay: 113817.0
Gender: Female, Age: 34, Education: PhD, Seniority: 1, Average Pay: 89556.0
Gender: Female, Age: 34, Education: PhD, Seniority: 3, Average Pay: 81177.0
Gender: Female, Age: 34, Education: PhD, Seniority: 5, Average Pay: 121179.0
Gender: Female, Age: 35, Education: College, Seniority: 1, Average Pay: 81069.0
Gender: Female, Age: 35, Education: College, Seniority: 4, Average Pay: 93487.0
Gender: Female, Age: 35, Education: College, Seniority: 5, Average Pay: 116465.0
Gender: Female, Age: 35, Education: High School, Seniority: 5, Average Pay: 105001.0
Gender: Female, Age: 35, Education: Masters, Seniority: 2, Average Pay: 70667.0
Gender: Female, Age: 35, Education: PhD, Seniority: 1, Average Pay: 92049.0
Gender: Female, Age: 35, Education: PhD, Seniority: 4, Average Pay: 105329.0
Gender: Female, Age: 35, Education: PhD, Seniority: 5, Average Pay: 106940.0
Gender: Female, Age: 36, Education: College, Seniority: 2, Average Pay: 71927.0
Gender: Female, Age: 36, Education: College, Seniority: 3, Average Pay: 83172.0
Gender: Female, Age: 36, Education: High School, Seniority: 3, Average Pay: 83645.0
Gender: Female, Age: 36, Education: High School, Seniority: 5, Average Pay: 113835.5
Gender: Female, Age: 36, Education: Masters, Seniority: 3, Average Pay: 92268.33333333333
Gender: Female, Age: 36, Education: PhD, Seniority: 1, Average Pay: 82838.0
Gender: Female, Age: 36, Education: PhD, Seniority: 3, Average Pay: 86154.5
Gender: Female, Age: 37, Education: College, Seniority: 4, Average Pay: 98933.0
Gender: Female, Age: 37, Education: College, Seniority: 5, Average Pay: 105044.0
Gender: Female, Age: 37, Education: High School, Seniority: 2, Average Pay: 62570.0
Gender: Female, Age: 37, Education: High School, Seniority: 5, Average Pay: 100732.0
Gender: Female, Age: 37, Education: Masters, Seniority: 2, Average Pay: 89794.5
Gender: Female, Age: 37, Education: Masters, Seniority: 3, Average Pay: 109559.0
Gender: Female, Age: 37, Education: PhD, Seniority: 3, Average Pay: 93603.0
Gender: Female, Age: 38, Education: College, Seniority: 5, Average Pay: 112233.5
Gender: Female, Age: 38, Education: High School, Seniority: 2, Average Pay: 82935.0
Gender: Female, Age: 38, Education: High School, Seniority: 4, Average Pay: 114768.0
Gender: Female, Age: 38, Education: High School, Seniority: 5, Average Pay: 77536.0
Gender: Female, Age: 38, Education: Masters, Seniority: 2, Average Pay: 84305.0
Gender: Female, Age: 38, Education: Masters, Seniority: 5, Average Pay: 137135.0
Gender: Female, Age: 38, Education: PhD, Seniority: 1, Average Pay: 57109.0
Gender: Female, Age: 38, Education: PhD, Seniority: 2, Average Pay: 80930.0
Gender: Female, Age: 39, Education: College, Seniority: 1, Average Pay: 84051.0
Gender: Female, Age: 39, Education: College, Seniority: 2, Average Pay: 87382.0
Gender: Female, Age: 39, Education: College, Seniority: 5, Average Pay: 112552.0
Gender: Female, Age: 39, Education: Masters, Seniority: 3, Average Pay: 98486.0
Gender: Female, Age: 39, Education: PhD, Seniority: 2, Average Pay: 83303.0
Gender: Female, Age: 39, Education: PhD, Seniority: 3, Average Pay: 99405.0
Gender: Female, Age: 39, Education: PhD, Seniority: 5, Average Pay: 128384.0
Gender: Female, Age: 40, Education: College, Seniority: 1, Average Pay: 62461.0
Gender: Female, Age: 40, Education: Masters, Seniority: 3, Average Pay: 70096.0
Gender: Female, Age: 40, Education: Masters, Seniority: 4, Average Pay: 104286.0
Gender: Female, Age: 40, Education: Masters, Seniority: 5, Average Pay: 103479.0
Gender: Female, Age: 41, Education: College, Seniority: 1, Average Pay: 66005.0
Gender: Female, Age: 41, Education: College, Seniority: 2, Average Pay: 92017.0
Gender: Female, Age: 41, Education: College, Seniority: 3, Average Pay: 90873.0
Gender: Female, Age: 41, Education: High School, Seniority: 2, Average Pay: 44030.0
Gender: Female, Age: 41, Education: High School, Seniority: 3, Average Pay: 108635.0
Gender: Female, Age: 41, Education: Masters, Seniority: 1, Average Pay: 82118.0
Gender: Female, Age: 41, Education: Masters, Seniority: 3, Average Pay: 97867.0
Gender: Female, Age: 41, Education: PhD, Seniority: 1, Average Pay: 107221.5
Gender: Female, Age: 41, Education: PhD, Seniority: 2, Average Pay: 104764.0
Gender: Female, Age: 41, Education: PhD, Seniority: 3, Average Pay: 95954.0
Gender: Female, Age: 41, Education: PhD, Seniority: 5, Average Pay: 112862.0
Gender: Female, Age: 42, Education: College, Seniority: 2, Average Pay: 92449.0
Gender: Female, Age: 42, Education: College, Seniority: 5, Average Pay: 107717.5
Gender: Female, Age: 42, Education: High School, Seniority: 2, Average Pay: 99893.5
Gender: Female, Age: 42, Education: Masters, Seniority: 1, Average Pay: 96636.0
Gender: Female, Age: 42, Education: Masters, Seniority: 4, Average Pay: 115762.0
Gender: Female, Age: 42, Education: Masters, Seniority: 5, Average Pay: 125182.0
Gender: Female, Age: 42, Education: PhD, Seniority: 5, Average Pay: 131262.0
Gender: Female, Age: 43, Education: College, Seniority: 5, Average Pay: 122501.0
Gender: Female, Age: 43, Education: High School, Seniority: 5, Average Pay: 122269.0
Gender: Female, Age: 43, Education: Masters, Seniority: 4, Average Pay: 101406.0
Gender: Female, Age: 43, Education: PhD, Seniority: 1, Average Pay: 84957.0
Gender: Female, Age: 43, Education: PhD, Seniority: 3, Average Pay: 118860.5
Gender: Female, Age: 43, Education: PhD, Seniority: 5, Average Pay: 136681.0
Gender: Female, Age: 44, Education: College, Seniority: 3, Average Pay: 94004.0
Gender: Female, Age: 44, Education: High School, Seniority: 1, Average Pay: 75423.5
Gender: Female, Age: 44, Education: High School, Seniority: 3, Average Pay: 91014.5
Gender: Female, Age: 44, Education: High School, Seniority: 4, Average Pay: 107929.0
Gender: Female, Age: 44, Education: High School, Seniority: 5, Average Pay: 134495.0
Gender: Female, Age: 44, Education: Masters, Seniority: 2, Average Pay: 75882.0
Gender: Female, Age: 44, Education: PhD, Seniority: 2, Average Pay: 72440.0
Gender: Female, Age: 44, Education: PhD, Seniority: 5, Average Pay: 137946.0
Gender: Female, Age: 45, Education: College, Seniority: 2, Average Pay: 74327.5
Gender: Female, Age: 45, Education: College, Seniority: 4, Average Pay: 91843.0
Gender: Female, Age: 45, Education: High School, Seniority: 2, Average Pay: 64882.0
Gender: Female, Age: 45, Education: High School, Seniority: 3, Average Pay: 80593.0
Gender: Female, Age: 45, Education: High School, Seniority: 5, Average Pay: 139182.0
Gender: Female, Age: 45, Education: Masters, Seniority: 3, Average Pay: 81431.0
Gender: Female, Age: 45, Education: Masters, Seniority: 5, Average Pay: 131857.5
Gender: Female, Age: 45, Education: PhD, Seniority: 3, Average Pay: 83942.0
Gender: Female, Age: 45, Education: PhD, Seniority: 4, Average Pay: 118687.0
Gender: Female, Age: 45, Education: PhD, Seniority: 5, Average Pay: 123391.0
Gender: Female, Age: 46, Education: College, Seniority: 1, Average Pay: 57936.0
Gender: Female, Age: 46, Education: College, Seniority: 3, Average Pay: 102856.5
Gender: Female, Age: 46, Education: College, Seniority: 4, Average Pay: 124502.0
Gender: Female, Age: 46, Education: High School, Seniority: 3, Average Pay: 105633.0
Gender: Female, Age: 46, Education: Masters, Seniority: 2, Average Pay: 88379.0
Gender: Female, Age: 46, Education: PhD, Seniority: 2, Average Pay: 76374.0
Gender: Female, Age: 46, Education: PhD, Seniority: 3, Average Pay: 110554.0
Gender: Female, Age: 47, Education: College, Seniority: 2, Average Pay: 88216.75
Gender: Female, Age: 47, Education: College, Seniority: 4, Average Pay: 111773.0
Gender: Female, Age: 47, Education: High School, Seniority: 3, Average Pay: 110875.0
Gender: Female, Age: 47, Education: High School, Seniority: 5, Average Pay: 134337.5
Gender: Female, Age: 47, Education: Masters, Seniority: 2, Average Pay: 83177.0
Gender: Female, Age: 47, Education: PhD, Seniority: 3, Average Pay: 106183.5
Gender: Female, Age: 47, Education: PhD, Seniority: 4, Average Pay: 121263.0
Gender: Female, Age: 48, Education: College, Seniority: 3, Average Pay: 85094.0
Gender: Female, Age: 48, Education: College, Seniority: 4, Average Pay: 114733.5
Gender: Female, Age: 48, Education: College, Seniority: 5, Average Pay: 111845.66666666667
Gender: Female, Age: 48, Education: High School, Seniority: 1, Average Pay: 67418.0
Gender: Female, Age: 48, Education: High School, Seniority: 4, Average Pay: 90750.0
Gender: Female, Age: 48, Education: High School, Seniority: 5, Average Pay: 117311.0
Gender: Female, Age: 48, Education: Masters, Seniority: 1, Average Pay: 107794.0
Gender: Female, Age: 48, Education: Masters, Seniority: 5, Average Pay: 136686.0
Gender: Female, Age: 48, Education: PhD, Seniority: 3, Average Pay: 97009.0
Gender: Female, Age: 49, Education: College, Seniority: 1, Average Pay: 88900.0
Gender: Female, Age: 49, Education: College, Seniority: 3, Average Pay: 98343.5
Gender: Female, Age: 49, Education: College, Seniority: 4, Average Pay: 121456.0
Gender: Female, Age: 49, Education: High School, Seniority: 2, Average Pay: 104592.0
Gender: Female, Age: 49, Education: High School, Seniority: 4, Average Pay: 99929.0
Gender: Female, Age: 49, Education: Masters, Seniority: 3, Average Pay: 83468.0
Gender: Female, Age: 49, Education: Masters, Seniority: 4, Average Pay: 133770.0
Gender: Female, Age: 49, Education: PhD, Seniority: 1, Average Pay: 70167.0
Gender: Female, Age: 49, Education: PhD, Seniority: 2, Average Pay: 102584.0
Gender: Female, Age: 49, Education: PhD, Seniority: 4, Average Pay: 127902.0
Gender: Female, Age: 49, Education: PhD, Seniority: 5, Average Pay: 111910.0
Gender: Female, Age: 50, Education: College, Seniority: 2, Average Pay: 97023.0
Gender: Female, Age: 50, Education: High School, Seniority: 1, Average Pay: 77840.0
Gender: Female, Age: 50, Education: High School, Seniority: 2, Average Pay: 92417.0
Gender: Female, Age: 50, Education: Masters, Seniority: 1, Average Pay: 81276.0
Gender: Female, Age: 50, Education: Masters, Seniority: 3, Average Pay: 110171.0
Gender: Female, Age: 50, Education: Masters, Seniority: 5, Average Pay: 108624.0
Gender: Female, Age: 50, Education: PhD, Seniority: 1, Average Pay: 89835.0
Gender: Female, Age: 50, Education: PhD, Seniority: 2, Average Pay: 99917.0
Gender: Female, Age: 51, Education: College, Seniority: 1, Average Pay: 80112.0
Gender: Female, Age: 51, Education: College, Seniority: 3, Average Pay: 116843.0
Gender: Female, Age: 51, Education: High School, Seniority: 2, Average Pay: 83690.0
Gender: Female, Age: 51, Education: High School, Seniority: 3, Average Pay: 105775.5
Gender: Female, Age: 51, Education: High School, Seniority: 5, Average Pay: 129208.0
Gender: Female, Age: 51, Education: Masters, Seniority: 1, Average Pay: 81204.0
Gender: Female, Age: 51, Education: PhD, Seniority: 2, Average Pay: 101325.0
Gender: Female, Age: 51, Education: PhD, Seniority: 5, Average Pay: 144110.0
Gender: Female, Age: 52, Education: College, Seniority: 1, Average Pay: 73596.0
Gender: Female, Age: 52, Education: College, Seniority: 2, Average Pay: 85416.0
Gender: Female, Age: 52, Education: High School, Seniority: 1, Average Pay: 85009.0
Gender: Female, Age: 52, Education: High School, Seniority: 2, Average Pay: 107239.0
Gender: Female, Age: 52, Education: High School, Seniority: 3, Average Pay: 99274.5
Gender: Female, Age: 52, Education: Masters, Seniority: 2, Average Pay: 91336.0
Gender: Female, Age: 52, Education: PhD, Seniority: 3, Average Pay: 101584.0
Gender: Female, Age: 53, Education: College, Seniority: 1, Average Pay: 73373.0
Gender: Female, Age: 53, Education: College, Seniority: 5, Average Pay: 136772.0
Gender: Female, Age: 53, Education: High School, Seniority: 1, Average Pay: 98725.0
Gender: Female, Age: 53, Education: High School, Seniority: 2, Average Pay: 114932.0
Gender: Female, Age: 53, Education: High School, Seniority: 3, Average Pay: 137199.0
Gender: Female, Age: 53, Education: Masters, Seniority: 1, Average Pay: 69773.0
Gender: Female, Age: 53, Education: Masters, Seniority: 2, Average Pay: 89173.0
Gender: Female, Age: 53, Education: Masters, Seniority: 4, Average Pay: 116726.0
Gender: Female, Age: 53, Education: Masters, Seniority: 5, Average Pay: 139524.0
Gender: Female, Age: 53, Education: PhD, Seniority: 2, Average Pay: 107025.0
Gender: Female, Age: 54, Education: College, Seniority: 2, Average Pay: 106482.5
Gender: Female, Age: 54, Education: High School, Seniority: 5, Average Pay: 116490.0
Gender: Female, Age: 54, Education: Masters, Seniority: 2, Average Pay: 93962.0
Gender: Female, Age: 54, Education: Masters, Seniority: 3, Average Pay: 101732.0
Gender: Female, Age: 54, Education: PhD, Seniority: 5, Average Pay: 119967.0
Gender: Female, Age: 55, Education: College, Seniority: 2, Average Pay: 74739.0
Gender: Female, Age: 55, Education: College, Seniority: 3, Average Pay: 115915.0
Gender: Female, Age: 55, Education: College, Seniority: 5, Average Pay: 125307.0
Gender: Female, Age: 55, Education: High School, Seniority: 1, Average Pay: 67393.0
Gender: Female, Age: 55, Education: High School, Seniority: 2, Average Pay: 77599.0
Gender: Female, Age: 55, Education: High School, Seniority: 3, Average Pay: 123099.5
Gender: Female, Age: 55, Education: Masters, Seniority: 1, Average Pay: 78479.0
Gender: Female, Age: 55, Education: Masters, Seniority: 4, Average Pay: 128969.0
Gender: Female, Age: 55, Education: Masters, Seniority: 5, Average Pay: 143724.0
Gender: Female, Age: 55, Education: PhD, Seniority: 1, Average Pay: 113474.0
Gender: Female, Age: 55, Education: PhD, Seniority: 2, Average Pay: 105523.0
Gender: Female, Age: 55, Education: PhD, Seniority: 3, Average Pay: 90588.0
Gender: Female, Age: 56, Education: College, Seniority: 4, Average Pay: 110766.0
Gender: Female, Age: 56, Education: College, Seniority: 5, Average Pay: 129789.0
Gender: Female, Age: 56, Education: High School, Seniority: 3, Average Pay: 93258.33333333333
Gender: Female, Age: 56, Education: High School, Seniority: 5, Average Pay: 112286.0
Gender: Female, Age: 56, Education: Masters, Seniority: 2, Average Pay: 107874.0
Gender: Female, Age: 56, Education: Masters, Seniority: 4, Average Pay: 103985.0
Gender: Female, Age: 56, Education: PhD, Seniority: 3, Average Pay: 108578.0
Gender: Female, Age: 57, Education: College, Seniority: 3, Average Pay: 103061.0
Gender: Female, Age: 57, Education: High School, Seniority: 1, Average Pay: 90357.33333333333
Gender: Female, Age: 57, Education: High School, Seniority: 3, Average Pay: 102048.0
Gender: Female, Age: 57, Education: High School, Seniority: 4, Average Pay: 122270.0
Gender: Female, Age: 57, Education: Masters, Seniority: 3, Average Pay: 120202.25
Gender: Female, Age: 57, Education: Masters, Seniority: 5, Average Pay: 138666.0
Gender: Female, Age: 57, Education: PhD, Seniority: 1, Average Pay: 97265.0
Gender: Female, Age: 57, Education: PhD, Seniority: 2, Average Pay: 106184.0
Gender: Female, Age: 58, Education: College, Seniority: 3, Average Pay: 90248.0
Gender: Female, Age: 58, Education: High School, Seniority: 1, Average Pay: 64198.0
Gender: Female, Age: 58, Education: High School, Seniority: 4, Average Pay: 127947.0
Gender: Female, Age: 58, Education: High School, Seniority: 5, Average Pay: 141177.5
Gender: Female, Age: 58, Education: Masters, Seniority: 4, Average Pay: 138293.0
Gender: Female, Age: 58, Education: Masters, Seniority: 5, Average Pay: 115809.0
Gender: Female, Age: 58, Education: PhD, Seniority: 1, Average Pay: 103060.0
Gender: Female, Age: 58, Education: PhD, Seniority: 2, Average Pay: 113004.0
Gender: Female, Age: 58, Education: PhD, Seniority: 3, Average Pay: 116596.0
Gender: Female, Age: 58, Education: PhD, Seniority: 4, Average Pay: 126180.0
Gender: Female, Age: 59, Education: College, Seniority: 1, Average Pay: 65394.0
Gender: Female, Age: 59, Education: College, Seniority: 2, Average Pay: 98940.0
Gender: Female, Age: 59, Education: College, Seniority: 3, Average Pay: 112668.0
Gender: Female, Age: 59, Education: College, Seniority: 4, Average Pay: 120171.0
Gender: Female, Age: 59, Education: High School, Seniority: 2, Average Pay: 139818.0
Gender: Female, Age: 59, Education: High School, Seniority: 3, Average Pay: 101838.0
Gender: Female, Age: 59, Education: Masters, Seniority: 3, Average Pay: 95748.0
Gender: Female, Age: 59, Education: PhD, Seniority: 3, Average Pay: 96165.0
Gender: Female, Age: 59, Education: PhD, Seniority: 4, Average Pay: 133783.0
Gender: Female, Age: 60, Education: College, Seniority: 4, Average Pay: 119672.0
Gender: Female, Age: 60, Education: Masters, Seniority: 2, Average Pay: 109125.0
Gender: Female, Age: 60, Education: PhD, Seniority: 3, Average Pay: 143093.5
Gender: Female, Age: 60, Education: PhD, Seniority: 5, Average Pay: 135111.0
Gender: Female, Age: 61, Education: College, Seniority: 1, Average Pay: 101057.0
Gender: Female, Age: 61, Education: College, Seniority: 4, Average Pay: 115824.5
Gender: Female, Age: 61, Education: High School, Seniority: 1, Average Pay: 65914.0
Gender: Female, Age: 61, Education: High School, Seniority: 2, Average Pay: 86961.0
Gender: Female, Age: 61, Education: Masters, Seniority: 1, Average Pay: 94348.0
Gender: Female, Age: 61, Education: Masters, Seniority: 2, Average Pay: 104757.0
Gender: Female, Age: 61, Education: Masters, Seniority: 3, Average Pay: 124894.0
Gender: Female, Age: 61, Education: Masters, Seniority: 4, Average Pay: 142024.0
Gender: Female, Age: 61, Education: PhD, Seniority: 2, Average Pay: 111266.0
Gender: Female, Age: 61, Education: PhD, Seniority: 4, Average Pay: 137874.5
Gender: Female, Age: 62, Education: College, Seniority: 1, Average Pay: 82108.0
Gender: Female, Age: 62, Education: College, Seniority: 2, Average Pay: 103520.0
Gender: Female, Age: 62, Education: College, Seniority: 3, Average Pay: 117656.0
Gender: Female, Age: 62, Education: College, Seniority: 4, Average Pay: 132402.0
Gender: Female, Age: 62, Education: High School, Seniority: 3, Average Pay: 103766.0
Gender: Female, Age: 62, Education: Masters, Seniority: 2, Average Pay: 83172.0
Gender: Female, Age: 62, Education: Masters, Seniority: 3, Average Pay: 152243.0
Gender: Female, Age: 62, Education: Masters, Seniority: 4, Average Pay: 163011.0
Gender: Female, Age: 62, Education: PhD, Seniority: 1, Average Pay: 95194.0
Gender: Female, Age: 62, Education: PhD, Seniority: 2, Average Pay: 107301.0
Gender: Female, Age: 62, Education: PhD, Seniority: 5, Average Pay: 128695.0
Gender: Female, Age: 63, Education: College, Seniority: 2, Average Pay: 93240.5
Gender: Female, Age: 63, Education: College, Seniority: 4, Average Pay: 110738.0
Gender: Female, Age: 63, Education: College, Seniority: 5, Average Pay: 134166.0
Gender: Female, Age: 63, Education: High School, Seniority: 1, Average Pay: 108934.0
Gender: Female, Age: 63, Education: High School, Seniority: 2, Average Pay: 113812.0
Gender: Female, Age: 63, Education: High School, Seniority: 5, Average Pay: 119980.0
Gender: Female, Age: 63, Education: Masters, Seniority: 1, Average Pay: 103036.0
Gender: Female, Age: 63, Education: Masters, Seniority: 4, Average Pay: 118642.0
Gender: Female, Age: 63, Education: PhD, Seniority: 3, Average Pay: 135275.0
Gender: Female, Age: 64, Education: College, Seniority: 5, Average Pay: 108502.5
Gender: Female, Age: 64, Education: High School, Seniority: 1, Average Pay: 91002.0
Gender: Female, Age: 64, Education: PhD, Seniority: 2, Average Pay: 95498.0
Gender: Female, Age: 64, Education: PhD, Seniority: 5, Average Pay: 136316.0
Gender: Female, Age: 65, Education: High School, Seniority: 2, Average Pay: 99310.0
Gender: Female, Age: 65, Education: High School, Seniority: 3, Average Pay: 103985.0
Gender: Female, Age: 65, Education: High School, Seniority: 4, Average Pay: 138001.0
Gender: Female, Age: 65, Education: Masters, Seniority: 1, Average Pay: 95829.5
Gender: Female, Age: 65, Education: Masters, Seniority: 4, Average Pay: 129159.0
Gender: Female, Age: 65, Education: Masters, Seniority: 5, Average Pay: 111933.0
Gender: Female, Age: 65, Education: PhD, Seniority: 2, Average Pay: 124317.0
Gender: Female, Age: 65, Education: PhD, Seniority: 3, Average Pay: 128177.0
Gender: Female, Age: 65, Education: PhD, Seniority: 5, Average Pay: 146719.0
Gender: Male, Age: 18, Education: College, Seniority: 3, Average Pay: 90300.0
Gender: Male, Age: 18, Education: College, Seniority: 5, Average Pay: 93041.0
Gender: Male, Age: 18, Education: High School, Seniority: 1, Average Pay: 58055.5
Gender: Male, Age: 18, Education: High School, Seniority: 2, Average Pay: 64594.0
Gender: Male, Age: 18, Education: High School, Seniority: 4, Average Pay: 86968.5
Gender: Male, Age: 18, Education: Masters, Seniority: 2, Average Pay: 95867.0
Gender: Male, Age: 18, Education: Masters, Seniority: 3, Average Pay: 65063.0
Gender: Male, Age: 18, Education: Masters, Seniority: 4, Average Pay: 88390.0
Gender: Male, Age: 18, Education: Masters, Seniority: 5, Average Pay: 110237.5
Gender: Male, Age: 18, Education: PhD, Seniority: 1, Average Pay: 63868.0
Gender: Male, Age: 18, Education: PhD, Seniority: 3, Average Pay: 64725.0
Gender: Male, Age: 18, Education: PhD, Seniority: 4, Average Pay: 88311.5
Gender: Male, Age: 18, Education: PhD, Seniority: 5, Average Pay: 107763.0
Gender: Male, Age: 19, Education: College, Seniority: 3, Average Pay: 87448.0
Gender: Male, Age: 19, Education: College, Seniority: 4, Average Pay: 88009.0
Gender: Male, Age: 19, Education: High School, Seniority: 2, Average Pay: 68282.5
Gender: Male, Age: 19, Education: Masters, Seniority: 1, Average Pay: 69872.0
Gender: Male, Age: 19, Education: Masters, Seniority: 2, Average Pay: 69354.0
Gender: Male, Age: 19, Education: Masters, Seniority: 4, Average Pay: 109923.0
Gender: Male, Age: 19, Education: PhD, Seniority: 3, Average Pay: 89756.5
Gender: Male, Age: 19, Education: PhD, Seniority: 4, Average Pay: 102701.0
Gender: Male, Age: 19, Education: PhD, Seniority: 5, Average Pay: 107591.0
Gender: Male, Age: 20, Education: College, Seniority: 1, Average Pay: 44346.0
Gender: Male, Age: 20, Education: College, Seniority: 2, Average Pay: 115339.0
Gender: Male, Age: 20, Education: High School, Seniority: 2, Average Pay: 70814.33333333333
Gender: Male, Age: 20, Education: Masters, Seniority: 2, Average Pay: 76496.0
Gender: Male, Age: 20, Education: Masters, Seniority: 3, Average Pay: 106546.0
Gender: Male, Age: 20, Education: Masters, Seniority: 4, Average Pay: 118234.0
Gender: Male, Age: 20, Education: Masters, Seniority: 5, Average Pay: 105654.0
Gender: Male, Age: 20, Education: PhD, Seniority: 1, Average Pay: 55074.0
Gender: Male, Age: 20, Education: PhD, Seniority: 2, Average Pay: 82582.0
Gender: Male, Age: 20, Education: PhD, Seniority: 3, Average Pay: 86439.0
Gender: Male, Age: 20, Education: PhD, Seniority: 4, Average Pay: 109964.66666666667
Gender: Male, Age: 21, Education: College, Seniority: 2, Average Pay: 118548.0
Gender: Male, Age: 21, Education: College, Seniority: 5, Average Pay: 114928.33333333333
Gender: Male, Age: 21, Education: High School, Seniority: 2, Average Pay: 68264.5
Gender: Male, Age: 21, Education: High School, Seniority: 3, Average Pay: 112143.0
Gender: Male, Age: 21, Education: High School, Seniority: 4, Average Pay: 101454.0
Gender: Male, Age: 21, Education: High School, Seniority: 5, Average Pay: 99847.0
Gender: Male, Age: 21, Education: Masters, Seniority: 4, Average Pay: 80692.0
Gender: Male, Age: 21, Education: PhD, Seniority: 1, Average Pay: 58686.0
Gender: Male, Age: 21, Education: PhD, Seniority: 3, Average Pay: 96221.0
Gender: Male, Age: 21, Education: PhD, Seniority: 5, Average Pay: 142448.0
Gender: Male, Age: 22, Education: College, Seniority: 1, Average Pay: 71958.0
Gender: Male, Age: 22, Education: College, Seniority: 2, Average Pay: 109433.0
Gender: Male, Age: 22, Education: High School, Seniority: 1, Average Pay: 67089.0
Gender: Male, Age: 22, Education: High School, Seniority: 2, Average Pay: 58991.0
Gender: Male, Age: 22, Education: High School, Seniority: 3, Average Pay: 76618.0
Gender: Male, Age: 22, Education: High School, Seniority: 4, Average Pay: 75829.0
Gender: Male, Age: 22, Education: Masters, Seniority: 2, Average Pay: 66656.0
Gender: Male, Age: 22, Education: Masters, Seniority: 3, Average Pay: 91232.0
Gender: Male, Age: 22, Education: Masters, Seniority: 4, Average Pay: 96955.0
Gender: Male, Age: 22, Education: PhD, Seniority: 1, Average Pay: 48736.0
Gender: Male, Age: 22, Education: PhD, Seniority: 2, Average Pay: 76085.0
Gender: Male, Age: 23, Education: College, Seniority: 3, Average Pay: 117347.0
Gender: Male, Age: 23, Education: College, Seniority: 4, Average Pay: 89148.0
Gender: Male, Age: 23, Education: High School, Seniority: 1, Average Pay: 57952.0
Gender: Male, Age: 23, Education: High School, Seniority: 3, Average Pay: 91986.5
Gender: Male, Age: 23, Education: High School, Seniority: 4, Average Pay: 98382.0
Gender: Male, Age: 23, Education: Masters, Seniority: 1, Average Pay: 69995.0
Gender: Male, Age: 23, Education: Masters, Seniority: 3, Average Pay: 102316.66666666667
Gender: Male, Age: 23, Education: PhD, Seniority: 1, Average Pay: 86041.0
Gender: Male, Age: 23, Education: PhD, Seniority: 2, Average Pay: 84135.0
Gender: Male, Age: 23, Education: PhD, Seniority: 5, Average Pay: 96640.0
Gender: Male, Age: 24, Education: College, Seniority: 2, Average Pay: 66091.0
Gender: Male, Age: 24, Education: College, Seniority: 3, Average Pay: 73928.33333333333
Gender: Male, Age: 24, Education: High School, Seniority: 1, Average Pay: 75410.0
Gender: Male, Age: 24, Education: Masters, Seniority: 1, Average Pay: 82038.0
Gender: Male, Age: 24, Education: Masters, Seniority: 2, Average Pay: 68609.0
Gender: Male, Age: 24, Education: PhD, Seniority: 2, Average Pay: 56309.0
Gender: Male, Age: 24, Education: PhD, Seniority: 3, Average Pay: 88361.33333333333
Gender: Male, Age: 24, Education: PhD, Seniority: 5, Average Pay: 112473.0
Gender: Male, Age: 25, Education: College, Seniority: 1, Average Pay: 64678.666666666664
Gender: Male, Age: 25, Education: College, Seniority: 4, Average Pay: 72077.0
Gender: Male, Age: 25, Education: College, Seniority: 5, Average Pay: 142378.0
Gender: Male, Age: 25, Education: High School, Seniority: 4, Average Pay: 97031.5
Gender: Male, Age: 25, Education: Masters, Seniority: 1, Average Pay: 64457.0
Gender: Male, Age: 25, Education: Masters, Seniority: 5, Average Pay: 130317.0
Gender: Male, Age: 25, Education: PhD, Seniority: 5, Average Pay: 100321.0
Gender: Male, Age: 26, Education: College, Seniority: 2, Average Pay: 85266.0
Gender: Male, Age: 26, Education: College, Seniority: 4, Average Pay: 113926.0
Gender: Male, Age: 26, Education: High School, Seniority: 2, Average Pay: 75285.0
Gender: Male, Age: 26, Education: High School, Seniority: 3, Average Pay: 84583.5
Gender: Male, Age: 26, Education: High School, Seniority: 5, Average Pay: 86493.0
Gender: Male, Age: 26, Education: Masters, Seniority: 3, Average Pay: 94717.0
Gender: Male, Age: 26, Education: Masters, Seniority: 5, Average Pay: 108783.0
Gender: Male, Age: 26, Education: PhD, Seniority: 2, Average Pay: 76850.0
Gender: Male, Age: 27, Education: College, Seniority: 1, Average Pay: 61917.5
Gender: Male, Age: 27, Education: College, Seniority: 5, Average Pay: 110304.0
Gender: Male, Age: 27, Education: High School, Seniority: 1, Average Pay: 90146.0
Gender: Male, Age: 27, Education: High School, Seniority: 3, Average Pay: 61165.0
Gender: Male, Age: 27, Education: Masters, Seniority: 1, Average Pay: 73853.0
Gender: Male, Age: 27, Education: PhD, Seniority: 3, Average Pay: 98096.0
Gender: Male, Age: 27, Education: PhD, Seniority: 4, Average Pay: 105739.5
Gender: Male, Age: 28, Education: College, Seniority: 2, Average Pay: 111974.0
Gender: Male, Age: 28, Education: College, Seniority: 3, Average Pay: 94146.0
Gender: Male, Age: 28, Education: High School, Seniority: 2, Average Pay: 71560.5
Gender: Male, Age: 28, Education: High School, Seniority: 3, Average Pay: 72868.0
Gender: Male, Age: 28, Education: High School, Seniority: 5, Average Pay: 105111.0
Gender: Male, Age: 28, Education: Masters, Seniority: 3, Average Pay: 88644.0
Gender: Male, Age: 28, Education: Masters, Seniority: 5, Average Pay: 115649.5
Gender: Male, Age: 28, Education: PhD, Seniority: 1, Average Pay: 61620.0
Gender: Male, Age: 29, Education: High School, Seniority: 1, Average Pay: 85346.25
Gender: Male, Age: 29, Education: High School, Seniority: 3, Average Pay: 73575.0
Gender: Male, Age: 29, Education: High School, Seniority: 4, Average Pay: 97897.0
Gender: Male, Age: 29, Education: Masters, Seniority: 2, Average Pay: 84951.33333333333
Gender: Male, Age: 29, Education: Masters, Seniority: 3, Average Pay: 77854.0
Gender: Male, Age: 29, Education: Masters, Seniority: 5, Average Pay: 121061.0
Gender: Male, Age: 29, Education: PhD, Seniority: 2, Average Pay: 76546.0
Gender: Male, Age: 29, Education: PhD, Seniority: 5, Average Pay: 131463.5
Gender: Male, Age: 30, Education: College, Seniority: 2, Average Pay: 41030.0
Gender: Male, Age: 30, Education: College, Seniority: 3, Average Pay: 78949.0
Gender: Male, Age: 30, Education: College, Seniority: 4, Average Pay: 89515.0
Gender: Male, Age: 30, Education: College, Seniority: 5, Average Pay: 83350.0
Gender: Male, Age: 30, Education: High School, Seniority: 5, Average Pay: 141578.0
Gender: Male, Age: 30, Education: Masters, Seniority: 1, Average Pay: 89197.5
Gender: Male, Age: 30, Education: Masters, Seniority: 4, Average Pay: 77056.0
Gender: Male, Age: 30, Education: Masters, Seniority: 5, Average Pay: 121594.0
Gender: Male, Age: 30, Education: PhD, Seniority: 4, Average Pay: 131052.0
Gender: Male, Age: 31, Education: College, Seniority: 1, Average Pay: 73300.66666666667
Gender: Male, Age: 31, Education: College, Seniority: 4, Average Pay: 102259.0
Gender: Male, Age: 31, Education: High School, Seniority: 2, Average Pay: 73929.0
Gender: Male, Age: 31, Education: High School, Seniority: 3, Average Pay: 102022.0
Gender: Male, Age: 31, Education: High School, Seniority: 4, Average Pay: 68488.0
Gender: Male, Age: 31, Education: Masters, Seniority: 2, Average Pay: 96581.0
Gender: Male, Age: 31, Education: PhD, Seniority: 1, Average Pay: 81460.5
Gender: Male, Age: 31, Education: PhD, Seniority: 2, Average Pay: 107803.5
Gender: Male, Age: 31, Education: PhD, Seniority: 3, Average Pay: 88616.0
Gender: Male, Age: 32, Education: College, Seniority: 1, Average Pay: 75979.0
Gender: Male, Age: 32, Education: College, Seniority: 5, Average Pay: 133357.0
Gender: Male, Age: 32, Education: High School, Seniority: 4, Average Pay: 123920.0
Gender: Male, Age: 32, Education: Masters, Seniority: 2, Average Pay: 75745.0
Gender: Male, Age: 32, Education: Masters, Seniority: 3, Average Pay: 86167.0
Gender: Male, Age: 32, Education: Masters, Seniority: 5, Average Pay: 125809.0
Gender: Male, Age: 32, Education: PhD, Seniority: 3, Average Pay: 95824.0
Gender: Male, Age: 32, Education: PhD, Seniority: 4, Average Pay: 105300.0
Gender: Male, Age: 33, Education: College, Seniority: 1, Average Pay: 84236.0
Gender: Male, Age: 33, Education: College, Seniority: 3, Average Pay: 96182.0
Gender: Male, Age: 33, Education: College, Seniority: 5, Average Pay: 105985.0
Gender: Male, Age: 33, Education: High School, Seniority: 1, Average Pay: 63448.0
Gender: Male, Age: 33, Education: High School, Seniority: 2, Average Pay: 58835.0
Gender: Male, Age: 33, Education: Masters, Seniority: 1, Average Pay: 88576.66666666667
Gender: Male, Age: 33, Education: Masters, Seniority: 3, Average Pay: 92256.0
Gender: Male, Age: 33, Education: Masters, Seniority: 5, Average Pay: 109402.5
Gender: Male, Age: 33, Education: PhD, Seniority: 2, Average Pay: 77080.0
Gender: Male, Age: 34, Education: College, Seniority: 4, Average Pay: 97323.0
Gender: Male, Age: 34, Education: College, Seniority: 5, Average Pay: 97352.0
Gender: Male, Age: 34, Education: Masters, Seniority: 1, Average Pay: 50680.0
Gender: Male, Age: 34, Education: Masters, Seniority: 3, Average Pay: 96607.0
Gender: Male, Age: 34, Education: PhD, Seniority: 4, Average Pay: 114448.0
Gender: Male, Age: 35, Education: College, Seniority: 4, Average Pay: 100136.0
Gender: Male, Age: 35, Education: College, Seniority: 5, Average Pay: 105531.0
Gender: Male, Age: 35, Education: High School, Seniority: 2, Average Pay: 79092.0
Gender: Male, Age: 35, Education: High School, Seniority: 5, Average Pay: 97586.0
Gender: Male, Age: 35, Education: Masters, Seniority: 3, Average Pay: 117114.0
Gender: Male, Age: 35, Education: Masters, Seniority: 5, Average Pay: 113519.0
Gender: Male, Age: 35, Education: PhD, Seniority: 3, Average Pay: 98035.0
Gender: Male, Age: 35, Education: PhD, Seniority: 5, Average Pay: 106860.0
Gender: Male, Age: 36, Education: High School, Seniority: 1, Average Pay: 55337.0
Gender: Male, Age: 36, Education: High School, Seniority: 2, Average Pay: 119403.0
Gender: Male, Age: 36, Education: High School, Seniority: 4, Average Pay: 103187.0
Gender: Male, Age: 36, Education: High School, Seniority: 5, Average Pay: 113708.0
Gender: Male, Age: 36, Education: Masters, Seniority: 1, Average Pay: 89010.0
Gender: Male, Age: 36, Education: Masters, Seniority: 2, Average Pay: 86181.0
Gender: Male, Age: 36, Education: Masters, Seniority: 3, Average Pay: 139664.0
Gender: Male, Age: 36, Education: Masters, Seniority: 5, Average Pay: 140520.0
Gender: Male, Age: 36, Education: PhD, Seniority: 1, Average Pay: 98170.0
Gender: Male, Age: 36, Education: PhD, Seniority: 3, Average Pay: 108757.5
Gender: Male, Age: 36, Education: PhD, Seniority: 5, Average Pay: 117656.0
Gender: Male, Age: 37, Education: College, Seniority: 3, Average Pay: 78332.0
Gender: Male, Age: 37, Education: High School, Seniority: 1, Average Pay: 85057.0
Gender: Male, Age: 37, Education: High School, Seniority: 3, Average Pay: 91130.0
Gender: Male, Age: 37, Education: Masters, Seniority: 1, Average Pay: 107330.0
Gender: Male, Age: 37, Education: PhD, Seniority: 1, Average Pay: 106209.0
Gender: Male, Age: 37, Education: PhD, Seniority: 2, Average Pay: 82424.0
Gender: Male, Age: 37, Education: PhD, Seniority: 3, Average Pay: 119702.0
Gender: Male, Age: 38, Education: College, Seniority: 3, Average Pay: 90901.0
Gender: Male, Age: 38, Education: College, Seniority: 5, Average Pay: 116146.5
Gender: Male, Age: 38, Education: High School, Seniority: 2, Average Pay: 88768.0
Gender: Male, Age: 38, Education: Masters, Seniority: 1, Average Pay: 90308.0
Gender: Male, Age: 38, Education: Masters, Seniority: 3, Average Pay: 140172.0
Gender: Male, Age: 38, Education: PhD, Seniority: 4, Average Pay: 111944.0
Gender: Male, Age: 39, Education: College, Seniority: 1, Average Pay: 65347.0
Gender: Male, Age: 39, Education: College, Seniority: 4, Average Pay: 103432.0
Gender: Male, Age: 39, Education: High School, Seniority: 4, Average Pay: 107469.0
Gender: Male, Age: 39, Education: Masters, Seniority: 4, Average Pay: 122354.0
Gender: Male, Age: 39, Education: Masters, Seniority: 5, Average Pay: 112714.0
Gender: Male, Age: 39, Education: PhD, Seniority: 1, Average Pay: 99796.0
Gender: Male, Age: 39, Education: PhD, Seniority: 3, Average Pay: 90231.5
Gender: Male, Age: 40, Education: College, Seniority: 1, Average Pay: 76197.0
Gender: Male, Age: 40, Education: College, Seniority: 2, Average Pay: 104396.0
Gender: Male, Age: 40, Education: College, Seniority: 3, Average Pay: 83450.0
Gender: Male, Age: 40, Education: College, Seniority: 5, Average Pay: 117136.0
Gender: Male, Age: 40, Education: High School, Seniority: 2, Average Pay: 98834.5
Gender: Male, Age: 40, Education: High School, Seniority: 3, Average Pay: 89227.0
Gender: Male, Age: 40, Education: Masters, Seniority: 1, Average Pay: 124786.0
Gender: Male, Age: 40, Education: Masters, Seniority: 2, Average Pay: 91834.0
Gender: Male, Age: 40, Education: Masters, Seniority: 4, Average Pay: 111905.0
Gender: Male, Age: 40, Education: PhD, Seniority: 3, Average Pay: 94968.0
Gender: Male, Age: 40, Education: PhD, Seniority: 4, Average Pay: 121959.0
Gender: Male, Age: 40, Education: PhD, Seniority: 5, Average Pay: 122350.0
Gender: Male, Age: 41, Education: College, Seniority: 5, Average Pay: 104780.5
Gender: Male, Age: 41, Education: High School, Seniority: 5, Average Pay: 121537.0
Gender: Male, Age: 41, Education: Masters, Seniority: 2, Average Pay: 123506.0
Gender: Male, Age: 41, Education: Masters, Seniority: 3, Average Pay: 105386.0
Gender: Male, Age: 41, Education: Masters, Seniority: 4, Average Pay: 105809.0
Gender: Male, Age: 41, Education: PhD, Seniority: 1, Average Pay: 74452.0
Gender: Male, Age: 42, Education: College, Seniority: 1, Average Pay: 109124.0
Gender: Male, Age: 42, Education: College, Seniority: 3, Average Pay: 120871.0
Gender: Male, Age: 42, Education: College, Seniority: 4, Average Pay: 131358.0
Gender: Male, Age: 42, Education: Masters, Seniority: 5, Average Pay: 122097.5
Gender: Male, Age: 42, Education: PhD, Seniority: 3, Average Pay: 94774.0
Gender: Male, Age: 42, Education: PhD, Seniority: 4, Average Pay: 117715.0
Gender: Male, Age: 43, Education: College, Seniority: 1, Average Pay: 72003.0
Gender: Male, Age: 43, Education: College, Seniority: 4, Average Pay: 107605.0
Gender: Male, Age: 43, Education: PhD, Seniority: 2, Average Pay: 108006.5
Gender: Male, Age: 43, Education: PhD, Seniority: 4, Average Pay: 127241.66666666667
Gender: Male, Age: 43, Education: PhD, Seniority: 5, Average Pay: 109056.0
Gender: Male, Age: 44, Education: High School, Seniority: 1, Average Pay: 88528.0
Gender: Male, Age: 44, Education: High School, Seniority: 4, Average Pay: 100446.5
Gender: Male, Age: 44, Education: Masters, Seniority: 2, Average Pay: 109276.0
Gender: Male, Age: 44, Education: Masters, Seniority: 3, Average Pay: 121525.0
Gender: Male, Age: 44, Education: Masters, Seniority: 4, Average Pay: 128726.0
Gender: Male, Age: 44, Education: Masters, Seniority: 5, Average Pay: 113099.0
Gender: Male, Age: 44, Education: PhD, Seniority: 1, Average Pay: 72535.0
Gender: Male, Age: 45, Education: High School, Seniority: 1, Average Pay: 79296.0
Gender: Male, Age: 45, Education: High School, Seniority: 2, Average Pay: 87862.33333333333
Gender: Male, Age: 45, Education: High School, Seniority: 3, Average Pay: 132316.0
Gender: Male, Age: 45, Education: Masters, Seniority: 2, Average Pay: 102636.0
Gender: Male, Age: 45, Education: Masters, Seniority: 3, Average Pay: 107764.0
Gender: Male, Age: 45, Education: PhD, Seniority: 5, Average Pay: 130184.0
Gender: Male, Age: 46, Education: College, Seniority: 2, Average Pay: 100054.0
Gender: Male, Age: 46, Education: High School, Seniority: 4, Average Pay: 100608.33333333333
Gender: Male, Age: 46, Education: Masters, Seniority: 1, Average Pay: 114848.0
Gender: Male, Age: 46, Education: PhD, Seniority: 1, Average Pay: 85019.0
Gender: Male, Age: 47, Education: College, Seniority: 2, Average Pay: 72875.0
Gender: Male, Age: 47, Education: College, Seniority: 3, Average Pay: 99519.0
Gender: Male, Age: 47, Education: College, Seniority: 5, Average Pay: 114851.0
Gender: Male, Age: 47, Education: High School, Seniority: 1, Average Pay: 73317.0
Gender: Male, Age: 47, Education: Masters, Seniority: 3, Average Pay: 94565.0
Gender: Male, Age: 47, Education: Masters, Seniority: 4, Average Pay: 146212.5
Gender: Male, Age: 47, Education: PhD, Seniority: 1, Average Pay: 89097.0
Gender: Male, Age: 47, Education: PhD, Seniority: 3, Average Pay: 97297.0
Gender: Male, Age: 48, Education: College, Seniority: 1, Average Pay: 93124.0
Gender: Male, Age: 48, Education: College, Seniority: 5, Average Pay: 145780.0
Gender: Male, Age: 48, Education: High School, Seniority: 1, Average Pay: 95071.0
Gender: Male, Age: 48, Education: Masters, Seniority: 5, Average Pay: 120383.0
Gender: Male, Age: 48, Education: PhD, Seniority: 1, Average Pay: 110217.0
Gender: Male, Age: 48, Education: PhD, Seniority: 2, Average Pay: 78192.0
Gender: Male, Age: 48, Education: PhD, Seniority: 4, Average Pay: 157238.0
Gender: Male, Age: 49, Education: College, Seniority: 3, Average Pay: 100556.0
Gender: Male, Age: 49, Education: College, Seniority: 4, Average Pay: 115234.0
Gender: Male, Age: 49, Education: College, Seniority: 5, Average Pay: 111496.0
Gender: Male, Age: 49, Education: High School, Seniority: 3, Average Pay: 95858.0
Gender: Male, Age: 49, Education: High School, Seniority: 4, Average Pay: 109000.66666666667
Gender: Male, Age: 49, Education: Masters, Seniority: 1, Average Pay: 87737.0
Gender: Male, Age: 49, Education: Masters, Seniority: 2, Average Pay: 93379.5
Gender: Male, Age: 49, Education: Masters, Seniority: 5, Average Pay: 136521.0
Gender: Male, Age: 49, Education: PhD, Seniority: 4, Average Pay: 101201.0
Gender: Male, Age: 50, Education: College, Seniority: 3, Average Pay: 88376.0
Gender: Male, Age: 50, Education: Masters, Seniority: 1, Average Pay: 93367.0
Gender: Male, Age: 50, Education: Masters, Seniority: 3, Average Pay: 112211.5
Gender: Male, Age: 50, Education: Masters, Seniority: 5, Average Pay: 129924.0
Gender: Male, Age: 50, Education: PhD, Seniority: 1, Average Pay: 124172.0
Gender: Male, Age: 51, Education: College, Seniority: 2, Average Pay: 121881.0
Gender: Male, Age: 51, Education: High School, Seniority: 1, Average Pay: 100171.0
Gender: Male, Age: 51, Education: High School, Seniority: 2, Average Pay: 104773.0
Gender: Male, Age: 51, Education: High School, Seniority: 3, Average Pay: 91872.0
Gender: Male, Age: 51, Education: Masters, Seniority: 3, Average Pay: 137195.0
Gender: Male, Age: 51, Education: PhD, Seniority: 1, Average Pay: 66900.0
Gender: Male, Age: 51, Education: PhD, Seniority: 4, Average Pay: 118791.66666666667
Gender: Male, Age: 52, Education: College, Seniority: 5, Average Pay: 99206.0
Gender: Male, Age: 52, Education: High School, Seniority: 1, Average Pay: 111781.0
Gender: Male, Age: 52, Education: High School, Seniority: 2, Average Pay: 115080.0
Gender: Male, Age: 52, Education: Masters, Seniority: 1, Average Pay: 97374.0
Gender: Male, Age: 52, Education: Masters, Seniority: 5, Average Pay: 147482.0
Gender: Male, Age: 53, Education: College, Seniority: 1, Average Pay: 130060.0
Gender: Male, Age: 53, Education: College, Seniority: 2, Average Pay: 127628.0
Gender: Male, Age: 53, Education: College, Seniority: 4, Average Pay: 129719.0
Gender: Male, Age: 53, Education: High School, Seniority: 1, Average Pay: 94976.0
Gender: Male, Age: 53, Education: High School, Seniority: 2, Average Pay: 106253.0
Gender: Male, Age: 53, Education: High School, Seniority: 3, Average Pay: 112764.0
Gender: Male, Age: 53, Education: High School, Seniority: 4, Average Pay: 110717.0
Gender: Male, Age: 53, Education: Masters, Seniority: 3, Average Pay: 120345.0
Gender: Male, Age: 53, Education: Masters, Seniority: 5, Average Pay: 120324.5
Gender: Male, Age: 53, Education: PhD, Seniority: 2, Average Pay: 106933.0
Gender: Male, Age: 53, Education: PhD, Seniority: 3, Average Pay: 116881.0
Gender: Male, Age: 53, Education: PhD, Seniority: 5, Average Pay: 135836.5
Gender: Male, Age: 54, Education: College, Seniority: 2, Average Pay: 100394.0
Gender: Male, Age: 54, Education: College, Seniority: 3, Average Pay: 95710.0
Gender: Male, Age: 54, Education: High School, Seniority: 3, Average Pay: 105722.0
Gender: Male, Age: 54, Education: Masters, Seniority: 4, Average Pay: 123546.0
Gender: Male, Age: 54, Education: PhD, Seniority: 2, Average Pay: 122208.0
Gender: Male, Age: 54, Education: PhD, Seniority: 4, Average Pay: 126397.0
Gender: Male, Age: 55, Education: College, Seniority: 1, Average Pay: 89159.0
Gender: Male, Age: 55, Education: College, Seniority: 2, Average Pay: 95323.0
Gender: Male, Age: 55, Education: College, Seniority: 3, Average Pay: 115525.5
Gender: Male, Age: 55, Education: College, Seniority: 5, Average Pay: 147694.0
Gender: Male, Age: 55, Education: High School, Seniority: 1, Average Pay: 123257.0
Gender: Male, Age: 55, Education: High School, Seniority: 5, Average Pay: 167303.0
Gender: Male, Age: 55, Education: Masters, Seniority: 1, Average Pay: 91057.5
Gender: Male, Age: 55, Education: Masters, Seniority: 3, Average Pay: 100207.0
Gender: Male, Age: 55, Education: PhD, Seniority: 3, Average Pay: 126404.0
Gender: Male, Age: 56, Education: College, Seniority: 3, Average Pay: 115140.0
Gender: Male, Age: 56, Education: High School, Seniority: 1, Average Pay: 87672.5
Gender: Male, Age: 56, Education: High School, Seniority: 3, Average Pay: 107222.0
Gender: Male, Age: 56, Education: Masters, Seniority: 2, Average Pay: 91110.0
Gender: Male, Age: 56, Education: Masters, Seniority: 3, Average Pay: 103635.0
Gender: Male, Age: 56, Education: Masters, Seniority: 4, Average Pay: 137205.5
Gender: Male, Age: 56, Education: Masters, Seniority: 5, Average Pay: 109247.0
Gender: Male, Age: 56, Education: PhD, Seniority: 4, Average Pay: 156702.0
Gender: Male, Age: 56, Education: PhD, Seniority: 5, Average Pay: 148989.0
Gender: Male, Age: 57, Education: College, Seniority: 1, Average Pay: 75296.0
Gender: Male, Age: 57, Education: College, Seniority: 4, Average Pay: 141823.0
Gender: Male, Age: 57, Education: High School, Seniority: 3, Average Pay: 115117.0
Gender: Male, Age: 57, Education: Masters, Seniority: 2, Average Pay: 112544.0
Gender: Male, Age: 57, Education: Masters, Seniority: 3, Average Pay: 126034.5
Gender: Male, Age: 57, Education: Masters, Seniority: 4, Average Pay: 144824.5
Gender: Male, Age: 57, Education: PhD, Seniority: 5, Average Pay: 136668.0
Gender: Male, Age: 58, Education: College, Seniority: 4, Average Pay: 129075.25
Gender: Male, Age: 58, Education: College, Seniority: 5, Average Pay: 138272.0
Gender: Male, Age: 58, Education: High School, Seniority: 1, Average Pay: 93901.0
Gender: Male, Age: 58, Education: High School, Seniority: 3, Average Pay: 127356.0
Gender: Male, Age: 58, Education: High School, Seniority: 5, Average Pay: 143985.0
Gender: Male, Age: 58, Education: Masters, Seniority: 1, Average Pay: 99653.0
Gender: Male, Age: 58, Education: Masters, Seniority: 3, Average Pay: 111169.0
Gender: Male, Age: 58, Education: Masters, Seniority: 5, Average Pay: 161343.0
Gender: Male, Age: 58, Education: PhD, Seniority: 2, Average Pay: 136949.0
Gender: Male, Age: 58, Education: PhD, Seniority: 3, Average Pay: 126326.0
Gender: Male, Age: 58, Education: PhD, Seniority: 4, Average Pay: 184010.0
Gender: Male, Age: 58, Education: PhD, Seniority: 5, Average Pay: 128041.0
Gender: Male, Age: 59, Education: College, Seniority: 2, Average Pay: 133137.0
Gender: Male, Age: 59, Education: College, Seniority: 3, Average Pay: 132064.5
Gender: Male, Age: 59, Education: College, Seniority: 5, Average Pay: 163390.0
Gender: Male, Age: 59, Education: High School, Seniority: 4, Average Pay: 132085.0
Gender: Male, Age: 59, Education: Masters, Seniority: 1, Average Pay: 109726.0
Gender: Male, Age: 59, Education: Masters, Seniority: 2, Average Pay: 103591.0
Gender: Male, Age: 59, Education: Masters, Seniority: 4, Average Pay: 162935.0
Gender: Male, Age: 59, Education: PhD, Seniority: 1, Average Pay: 104609.66666666667
Gender: Male, Age: 59, Education: PhD, Seniority: 4, Average Pay: 139467.0
Gender: Male, Age: 59, Education: PhD, Seniority: 5, Average Pay: 183562.0
Gender: Male, Age: 60, Education: College, Seniority: 1, Average Pay: 135821.0
Gender: Male, Age: 60, Education: College, Seniority: 2, Average Pay: 154955.0
Gender: Male, Age: 60, Education: College, Seniority: 3, Average Pay: 140413.5
Gender: Male, Age: 60, Education: High School, Seniority: 2, Average Pay: 117493.0
Gender: Male, Age: 60, Education: High School, Seniority: 3, Average Pay: 110561.5
Gender: Male, Age: 60, Education: High School, Seniority: 4, Average Pay: 129660.0
Gender: Male, Age: 60, Education: Masters, Seniority: 1, Average Pay: 102652.0
Gender: Male, Age: 60, Education: Masters, Seniority: 5, Average Pay: 162262.0
Gender: Male, Age: 60, Education: PhD, Seniority: 2, Average Pay: 125352.0
Gender: Male, Age: 60, Education: PhD, Seniority: 4, Average Pay: 131513.0
Gender: Male, Age: 60, Education: PhD, Seniority: 5, Average Pay: 152071.0
Gender: Male, Age: 61, Education: College, Seniority: 1, Average Pay: 140906.0
Gender: Male, Age: 61, Education: High School, Seniority: 3, Average Pay: 112025.0
Gender: Male, Age: 61, Education: Masters, Seniority: 2, Average Pay: 112026.0
Gender: Male, Age: 61, Education: Masters, Seniority: 5, Average Pay: 125942.0
Gender: Male, Age: 61, Education: PhD, Seniority: 1, Average Pay: 110941.0
Gender: Male, Age: 61, Education: PhD, Seniority: 4, Average Pay: 133005.0
Gender: Male, Age: 62, Education: College, Seniority: 3, Average Pay: 117775.0
Gender: Male, Age: 62, Education: College, Seniority: 5, Average Pay: 165250.0
Gender: Male, Age: 62, Education: High School, Seniority: 2, Average Pay: 106277.0
Gender: Male, Age: 62, Education: High School, Seniority: 3, Average Pay: 128299.66666666667
Gender: Male, Age: 62, Education: Masters, Seniority: 1, Average Pay: 92258.0
Gender: Male, Age: 62, Education: Masters, Seniority: 2, Average Pay: 104416.0
Gender: Male, Age: 62, Education: Masters, Seniority: 4, Average Pay: 123206.0
Gender: Male, Age: 62, Education: PhD, Seniority: 1, Average Pay: 122413.0
Gender: Male, Age: 62, Education: PhD, Seniority: 2, Average Pay: 108749.0
Gender: Male, Age: 62, Education: PhD, Seniority: 3, Average Pay: 135309.0
Gender: Male, Age: 63, Education: College, Seniority: 2, Average Pay: 132198.0
Gender: Male, Age: 63, Education: High School, Seniority: 1, Average Pay: 93594.0
Gender: Male, Age: 63, Education: High School, Seniority: 2, Average Pay: 107597.0
Gender: Male, Age: 63, Education: High School, Seniority: 5, Average Pay: 148350.0
Gender: Male, Age: 63, Education: Masters, Seniority: 1, Average Pay: 136509.0
Gender: Male, Age: 63, Education: Masters, Seniority: 3, Average Pay: 140119.0
Gender: Male, Age: 63, Education: Masters, Seniority: 5, Average Pay: 142160.0
Gender: Male, Age: 63, Education: PhD, Seniority: 1, Average Pay: 113622.0
Gender: Male, Age: 63, Education: PhD, Seniority: 2, Average Pay: 140701.0
Gender: Male, Age: 63, Education: PhD, Seniority: 4, Average Pay: 135602.0
Gender: Male, Age: 64, Education: College, Seniority: 4, Average Pay: 128166.0
Gender: Male, Age: 64, Education: High School, Seniority: 2, Average Pay: 122199.0
Gender: Male, Age: 64, Education: High School, Seniority: 3, Average Pay: 120064.0
Gender: Male, Age: 64, Education: Masters, Seniority: 1, Average Pay: 103437.0
Gender: Male, Age: 64, Education: Masters, Seniority: 2, Average Pay: 116101.0
Gender: Male, Age: 64, Education: PhD, Seniority: 2, Average Pay: 116141.0
Gender: Male, Age: 64, Education: PhD, Seniority: 4, Average Pay: 143194.0
Gender: Male, Age: 64, Education: PhD, Seniority: 5, Average Pay: 153361.0
Gender: Male, Age: 65, Education: College, Seniority: 4, Average Pay: 130302.0
Gender: Male, Age: 65, Education: High School, Seniority: 1, Average Pay: 104067.5
Gender: Male, Age: 65, Education: High School, Seniority: 2, Average Pay: 118159.5
Gender: Male, Age: 65, Education: High School, Seniority: 5, Average Pay: 142377.5
Gender: Male, Age: 65, Education: Masters, Seniority: 1, Average Pay: 129369.5
Gender: Male, Age: 65, Education: Masters, Seniority: 2, Average Pay: 131977.0
Gender: Male, Age: 65, Education: Masters, Seniority: 5, Average Pay: 148495.5
In [40]:
# Create an iterator for grouping the data by gender, JobTitle, age, education, and pay
groups = pay_gap.groupby(['Gender', 'JobTitle', 'Age', 'Education', 'TotalPay'])
In [41]:
# Iterate over the groups and calculate the average pay for each group
for group, data in groups:
    avg_pay = data['TotalPay'].mean()
    print(f"Gender: {group[0]}, JobTitle:{group[1]}, Age: {group[2]}, Education: {group[3]}, Average Pay: {avg_pay}")
Gender: Female, JobTitle:Data Scientist, Age: 20, Education: High School, Average Pay: 47688.0
Gender: Female, JobTitle:Data Scientist, Age: 21, Education: PhD, Average Pay: 72633.0
Gender: Female, JobTitle:Data Scientist, Age: 21, Education: PhD, Average Pay: 80676.0
Gender: Female, JobTitle:Data Scientist, Age: 22, Education: High School, Average Pay: 84495.0
Gender: Female, JobTitle:Data Scientist, Age: 24, Education: College, Average Pay: 79728.0
Gender: Female, JobTitle:Data Scientist, Age: 27, Education: High School, Average Pay: 101877.0
Gender: Female, JobTitle:Data Scientist, Age: 29, Education: College, Average Pay: 67397.0
Gender: Female, JobTitle:Data Scientist, Age: 29, Education: High School, Average Pay: 81071.0
Gender: Female, JobTitle:Data Scientist, Age: 29, Education: High School, Average Pay: 93132.0
Gender: Female, JobTitle:Data Scientist, Age: 30, Education: College, Average Pay: 101905.0
Gender: Female, JobTitle:Data Scientist, Age: 31, Education: High School, Average Pay: 63953.0
Gender: Female, JobTitle:Data Scientist, Age: 32, Education: College, Average Pay: 87635.0
Gender: Female, JobTitle:Data Scientist, Age: 32, Education: PhD, Average Pay: 55150.0
Gender: Female, JobTitle:Data Scientist, Age: 33, Education: College, Average Pay: 80022.0
Gender: Female, JobTitle:Data Scientist, Age: 33, Education: High School, Average Pay: 78332.0
Gender: Female, JobTitle:Data Scientist, Age: 33, Education: High School, Average Pay: 84837.0
Gender: Female, JobTitle:Data Scientist, Age: 33, Education: Masters, Average Pay: 99069.0
Gender: Female, JobTitle:Data Scientist, Age: 34, Education: PhD, Average Pay: 89556.0
Gender: Female, JobTitle:Data Scientist, Age: 36, Education: High School, Average Pay: 83645.0
Gender: Female, JobTitle:Data Scientist, Age: 37, Education: College, Average Pay: 105044.0
Gender: Female, JobTitle:Data Scientist, Age: 37, Education: Masters, Average Pay: 106220.0
Gender: Female, JobTitle:Data Scientist, Age: 38, Education: Masters, Average Pay: 137135.0
Gender: Female, JobTitle:Data Scientist, Age: 39, Education: Masters, Average Pay: 98486.0
Gender: Female, JobTitle:Data Scientist, Age: 39, Education: PhD, Average Pay: 99405.0
Gender: Female, JobTitle:Data Scientist, Age: 40, Education: Masters, Average Pay: 105131.0
Gender: Female, JobTitle:Data Scientist, Age: 41, Education: PhD, Average Pay: 104764.0
Gender: Female, JobTitle:Data Scientist, Age: 43, Education: PhD, Average Pay: 111798.0
Gender: Female, JobTitle:Data Scientist, Age: 45, Education: Masters, Average Pay: 136138.0
Gender: Female, JobTitle:Data Scientist, Age: 45, Education: PhD, Average Pay: 123391.0
Gender: Female, JobTitle:Data Scientist, Age: 46, Education: College, Average Pay: 113658.0
Gender: Female, JobTitle:Data Scientist, Age: 48, Education: College, Average Pay: 85094.0
Gender: Female, JobTitle:Data Scientist, Age: 48, Education: Masters, Average Pay: 107794.0
Gender: Female, JobTitle:Data Scientist, Age: 49, Education: College, Average Pay: 79524.0
Gender: Female, JobTitle:Data Scientist, Age: 49, Education: College, Average Pay: 133071.0
Gender: Female, JobTitle:Data Scientist, Age: 51, Education: PhD, Average Pay: 144110.0
Gender: Female, JobTitle:Data Scientist, Age: 53, Education: Masters, Average Pay: 89173.0
Gender: Female, JobTitle:Data Scientist, Age: 53, Education: Masters, Average Pay: 142047.0
Gender: Female, JobTitle:Data Scientist, Age: 53, Education: PhD, Average Pay: 107025.0
Gender: Female, JobTitle:Data Scientist, Age: 55, Education: Masters, Average Pay: 128969.0
Gender: Female, JobTitle:Data Scientist, Age: 55, Education: Masters, Average Pay: 143724.0
Gender: Female, JobTitle:Data Scientist, Age: 55, Education: PhD, Average Pay: 113474.0
Gender: Female, JobTitle:Data Scientist, Age: 56, Education: College, Average Pay: 129789.0
Gender: Female, JobTitle:Data Scientist, Age: 57, Education: High School, Average Pay: 93964.0
Gender: Female, JobTitle:Data Scientist, Age: 57, Education: Masters, Average Pay: 119460.0
Gender: Female, JobTitle:Data Scientist, Age: 57, Education: PhD, Average Pay: 97265.0
Gender: Female, JobTitle:Data Scientist, Age: 57, Education: PhD, Average Pay: 117887.0
Gender: Female, JobTitle:Data Scientist, Age: 58, Education: High School, Average Pay: 144389.0
Gender: Female, JobTitle:Data Scientist, Age: 58, Education: PhD, Average Pay: 113004.0
Gender: Female, JobTitle:Data Scientist, Age: 58, Education: PhD, Average Pay: 126180.0
Gender: Female, JobTitle:Data Scientist, Age: 61, Education: Masters, Average Pay: 104757.0
Gender: Female, JobTitle:Data Scientist, Age: 63, Education: High School, Average Pay: 119980.0
Gender: Female, JobTitle:Data Scientist, Age: 64, Education: High School, Average Pay: 91002.0
Gender: Female, JobTitle:Data Scientist, Age: 65, Education: PhD, Average Pay: 124317.0
Gender: Female, JobTitle:Driver, Age: 18, Education: College, Average Pay: 72883.0
Gender: Female, JobTitle:Driver, Age: 18, Education: Masters, Average Pay: 51237.0
Gender: Female, JobTitle:Driver, Age: 18, Education: Masters, Average Pay: 78221.0
Gender: Female, JobTitle:Driver, Age: 19, Education: College, Average Pay: 84291.0
Gender: Female, JobTitle:Driver, Age: 19, Education: High School, Average Pay: 81532.0
Gender: Female, JobTitle:Driver, Age: 20, Education: College, Average Pay: 71830.0
Gender: Female, JobTitle:Driver, Age: 21, Education: College, Average Pay: 99424.0
Gender: Female, JobTitle:Driver, Age: 21, Education: Masters, Average Pay: 85757.0
Gender: Female, JobTitle:Driver, Age: 21, Education: PhD, Average Pay: 95892.0
Gender: Female, JobTitle:Driver, Age: 22, Education: High School, Average Pay: 64631.0
Gender: Female, JobTitle:Driver, Age: 24, Education: High School, Average Pay: 101424.0
Gender: Female, JobTitle:Driver, Age: 28, Education: High School, Average Pay: 71193.0
Gender: Female, JobTitle:Driver, Age: 31, Education: High School, Average Pay: 71578.0
Gender: Female, JobTitle:Driver, Age: 31, Education: Masters, Average Pay: 63685.0
Gender: Female, JobTitle:Driver, Age: 34, Education: High School, Average Pay: 72872.0
Gender: Female, JobTitle:Driver, Age: 35, Education: College, Average Pay: 81069.0
Gender: Female, JobTitle:Driver, Age: 36, Education: Masters, Average Pay: 93179.0
Gender: Female, JobTitle:Driver, Age: 37, Education: Masters, Average Pay: 73369.0
Gender: Female, JobTitle:Driver, Age: 38, Education: Masters, Average Pay: 84305.0
Gender: Female, JobTitle:Driver, Age: 39, Education: PhD, Average Pay: 83303.0
Gender: Female, JobTitle:Driver, Age: 41, Education: Masters, Average Pay: 82118.0
Gender: Female, JobTitle:Driver, Age: 42, Education: Masters, Average Pay: 115762.0
Gender: Female, JobTitle:Driver, Age: 42, Education: Masters, Average Pay: 125182.0
Gender: Female, JobTitle:Driver, Age: 45, Education: College, Average Pay: 70405.0
Gender: Female, JobTitle:Driver, Age: 45, Education: PhD, Average Pay: 83942.0
Gender: Female, JobTitle:Driver, Age: 47, Education: Masters, Average Pay: 83177.0
Gender: Female, JobTitle:Driver, Age: 50, Education: College, Average Pay: 97023.0
Gender: Female, JobTitle:Driver, Age: 50, Education: High School, Average Pay: 92417.0
Gender: Female, JobTitle:Driver, Age: 51, Education: College, Average Pay: 80112.0
Gender: Female, JobTitle:Driver, Age: 51, Education: PhD, Average Pay: 101325.0
Gender: Female, JobTitle:Driver, Age: 52, Education: College, Average Pay: 85416.0
Gender: Female, JobTitle:Driver, Age: 52, Education: High School, Average Pay: 85009.0
Gender: Female, JobTitle:Driver, Age: 54, Education: College, Average Pay: 95026.0
Gender: Female, JobTitle:Driver, Age: 55, Education: High School, Average Pay: 107737.0
Gender: Female, JobTitle:Driver, Age: 55, Education: PhD, Average Pay: 105523.0
Gender: Female, JobTitle:Driver, Age: 56, Education: PhD, Average Pay: 108578.0
Gender: Female, JobTitle:Driver, Age: 58, Education: High School, Average Pay: 137966.0
Gender: Female, JobTitle:Driver, Age: 60, Education: PhD, Average Pay: 117219.0
Gender: Female, JobTitle:Driver, Age: 61, Education: College, Average Pay: 112964.0
Gender: Female, JobTitle:Driver, Age: 61, Education: College, Average Pay: 118685.0
Gender: Female, JobTitle:Driver, Age: 61, Education: PhD, Average Pay: 111266.0
Gender: Female, JobTitle:Driver, Age: 61, Education: PhD, Average Pay: 137604.0
Gender: Female, JobTitle:Driver, Age: 62, Education: PhD, Average Pay: 95194.0
Gender: Female, JobTitle:Driver, Age: 63, Education: High School, Average Pay: 108934.0
Gender: Female, JobTitle:Driver, Age: 63, Education: Masters, Average Pay: 118642.0
Gender: Female, JobTitle:Driver, Age: 65, Education: PhD, Average Pay: 128177.0
Gender: Female, JobTitle:Financial Analyst, Age: 18, Education: High School, Average Pay: 73443.0
Gender: Female, JobTitle:Financial Analyst, Age: 19, Education: College, Average Pay: 92997.0
Gender: Female, JobTitle:Financial Analyst, Age: 20, Education: College, Average Pay: 81664.0
Gender: Female, JobTitle:Financial Analyst, Age: 20, Education: High School, Average Pay: 69376.0
Gender: Female, JobTitle:Financial Analyst, Age: 21, Education: Masters, Average Pay: 100625.0
Gender: Female, JobTitle:Financial Analyst, Age: 23, Education: College, Average Pay: 108395.0
Gender: Female, JobTitle:Financial Analyst, Age: 23, Education: High School, Average Pay: 83682.0
Gender: Female, JobTitle:Financial Analyst, Age: 23, Education: PhD, Average Pay: 99190.0
Gender: Female, JobTitle:Financial Analyst, Age: 24, Education: High School, Average Pay: 85511.0
Gender: Female, JobTitle:Financial Analyst, Age: 26, Education: College, Average Pay: 55174.0
Gender: Female, JobTitle:Financial Analyst, Age: 27, Education: High School, Average Pay: 95119.0
Gender: Female, JobTitle:Financial Analyst, Age: 29, Education: Masters, Average Pay: 96506.0
Gender: Female, JobTitle:Financial Analyst, Age: 30, Education: High School, Average Pay: 47661.0
Gender: Female, JobTitle:Financial Analyst, Age: 30, Education: High School, Average Pay: 119421.0
Gender: Female, JobTitle:Financial Analyst, Age: 30, Education: Masters, Average Pay: 123255.0
Gender: Female, JobTitle:Financial Analyst, Age: 32, Education: High School, Average Pay: 88730.0
Gender: Female, JobTitle:Financial Analyst, Age: 33, Education: PhD, Average Pay: 56144.0
Gender: Female, JobTitle:Financial Analyst, Age: 35, Education: Masters, Average Pay: 75211.0
Gender: Female, JobTitle:Financial Analyst, Age: 36, Education: College, Average Pay: 71927.0
Gender: Female, JobTitle:Financial Analyst, Age: 36, Education: High School, Average Pay: 128331.0
Gender: Female, JobTitle:Financial Analyst, Age: 36, Education: Masters, Average Pay: 101131.0
Gender: Female, JobTitle:Financial Analyst, Age: 39, Education: College, Average Pay: 84051.0
Gender: Female, JobTitle:Financial Analyst, Age: 41, Education: PhD, Average Pay: 95954.0
Gender: Female, JobTitle:Financial Analyst, Age: 42, Education: College, Average Pay: 122402.0
Gender: Female, JobTitle:Financial Analyst, Age: 43, Education: College, Average Pay: 122501.0
Gender: Female, JobTitle:Financial Analyst, Age: 43, Education: High School, Average Pay: 122269.0
Gender: Female, JobTitle:Financial Analyst, Age: 43, Education: PhD, Average Pay: 125923.0
Gender: Female, JobTitle:Financial Analyst, Age: 45, Education: Masters, Average Pay: 127577.0
Gender: Female, JobTitle:Financial Analyst, Age: 46, Education: College, Average Pay: 124502.0
Gender: Female, JobTitle:Financial Analyst, Age: 47, Education: College, Average Pay: 66955.0
Gender: Female, JobTitle:Financial Analyst, Age: 47, Education: High School, Average Pay: 155151.0
Gender: Female, JobTitle:Financial Analyst, Age: 48, Education: College, Average Pay: 118541.0
Gender: Female, JobTitle:Financial Analyst, Age: 48, Education: College, Average Pay: 123095.0
Gender: Female, JobTitle:Financial Analyst, Age: 48, Education: Masters, Average Pay: 136686.0
Gender: Female, JobTitle:Financial Analyst, Age: 49, Education: College, Average Pay: 96469.0
Gender: Female, JobTitle:Financial Analyst, Age: 49, Education: Masters, Average Pay: 133770.0
Gender: Female, JobTitle:Financial Analyst, Age: 49, Education: PhD, Average Pay: 70167.0
Gender: Female, JobTitle:Financial Analyst, Age: 50, Education: PhD, Average Pay: 99917.0
Gender: Female, JobTitle:Financial Analyst, Age: 52, Education: High School, Average Pay: 107239.0
Gender: Female, JobTitle:Financial Analyst, Age: 53, Education: High School, Average Pay: 98725.0
Gender: Female, JobTitle:Financial Analyst, Age: 54, Education: College, Average Pay: 117939.0
Gender: Female, JobTitle:Financial Analyst, Age: 54, Education: Masters, Average Pay: 93962.0
Gender: Female, JobTitle:Financial Analyst, Age: 58, Education: PhD, Average Pay: 103060.0
Gender: Female, JobTitle:Financial Analyst, Age: 61, Education: Masters, Average Pay: 142024.0
Gender: Female, JobTitle:Financial Analyst, Age: 62, Education: High School, Average Pay: 103766.0
Gender: Female, JobTitle:Financial Analyst, Age: 63, Education: College, Average Pay: 101518.0
Gender: Female, JobTitle:Financial Analyst, Age: 63, Education: Masters, Average Pay: 103036.0
Gender: Female, JobTitle:Financial Analyst, Age: 63, Education: PhD, Average Pay: 135437.0
Gender: Female, JobTitle:Financial Analyst, Age: 65, Education: High School, Average Pay: 99310.0
Gender: Female, JobTitle:Graphic Designer, Age: 18, Education: College, Average Pay: 47695.0
Gender: Female, JobTitle:Graphic Designer, Age: 18, Education: College, Average Pay: 52301.0
Gender: Female, JobTitle:Graphic Designer, Age: 18, Education: PhD, Average Pay: 87205.0
Gender: Female, JobTitle:Graphic Designer, Age: 20, Education: College, Average Pay: 78126.0
Gender: Female, JobTitle:Graphic Designer, Age: 20, Education: Masters, Average Pay: 60805.0
Gender: Female, JobTitle:Graphic Designer, Age: 22, Education: College, Average Pay: 64504.0
Gender: Female, JobTitle:Graphic Designer, Age: 22, Education: Masters, Average Pay: 105174.0
Gender: Female, JobTitle:Graphic Designer, Age: 22, Education: Masters, Average Pay: 113602.0
Gender: Female, JobTitle:Graphic Designer, Age: 26, Education: College, Average Pay: 81197.0
Gender: Female, JobTitle:Graphic Designer, Age: 26, Education: Masters, Average Pay: 107253.0
Gender: Female, JobTitle:Graphic Designer, Age: 26, Education: PhD, Average Pay: 84513.0
Gender: Female, JobTitle:Graphic Designer, Age: 27, Education: PhD, Average Pay: 74590.0
Gender: Female, JobTitle:Graphic Designer, Age: 31, Education: College, Average Pay: 90201.0
Gender: Female, JobTitle:Graphic Designer, Age: 33, Education: High School, Average Pay: 67435.0
Gender: Female, JobTitle:Graphic Designer, Age: 33, Education: High School, Average Pay: 122812.0
Gender: Female, JobTitle:Graphic Designer, Age: 34, Education: College, Average Pay: 105294.0
Gender: Female, JobTitle:Graphic Designer, Age: 34, Education: PhD, Average Pay: 81177.0
Gender: Female, JobTitle:Graphic Designer, Age: 35, Education: High School, Average Pay: 105001.0
Gender: Female, JobTitle:Graphic Designer, Age: 37, Education: College, Average Pay: 98933.0
Gender: Female, JobTitle:Graphic Designer, Age: 37, Education: Masters, Average Pay: 109559.0
Gender: Female, JobTitle:Graphic Designer, Age: 38, Education: High School, Average Pay: 114768.0
Gender: Female, JobTitle:Graphic Designer, Age: 39, Education: PhD, Average Pay: 128384.0
Gender: Female, JobTitle:Graphic Designer, Age: 40, Education: College, Average Pay: 62461.0
Gender: Female, JobTitle:Graphic Designer, Age: 43, Education: PhD, Average Pay: 84957.0
Gender: Female, JobTitle:Graphic Designer, Age: 44, Education: College, Average Pay: 94004.0
Gender: Female, JobTitle:Graphic Designer, Age: 44, Education: High School, Average Pay: 107929.0
Gender: Female, JobTitle:Graphic Designer, Age: 44, Education: Masters, Average Pay: 75882.0
Gender: Female, JobTitle:Graphic Designer, Age: 45, Education: High School, Average Pay: 80593.0
Gender: Female, JobTitle:Graphic Designer, Age: 47, Education: High School, Average Pay: 113524.0
Gender: Female, JobTitle:Graphic Designer, Age: 48, Education: College, Average Pay: 110926.0
Gender: Female, JobTitle:Graphic Designer, Age: 48, Education: High School, Average Pay: 117311.0
Gender: Female, JobTitle:Graphic Designer, Age: 49, Education: High School, Average Pay: 99929.0
Gender: Female, JobTitle:Graphic Designer, Age: 49, Education: PhD, Average Pay: 102584.0
Gender: Female, JobTitle:Graphic Designer, Age: 49, Education: PhD, Average Pay: 127902.0
Gender: Female, JobTitle:Graphic Designer, Age: 50, Education: Masters, Average Pay: 81276.0
Gender: Female, JobTitle:Graphic Designer, Age: 51, Education: College, Average Pay: 116843.0
Gender: Female, JobTitle:Graphic Designer, Age: 52, Education: College, Average Pay: 73596.0
Gender: Female, JobTitle:Graphic Designer, Age: 55, Education: College, Average Pay: 115915.0
Gender: Female, JobTitle:Graphic Designer, Age: 55, Education: College, Average Pay: 125307.0
Gender: Female, JobTitle:Graphic Designer, Age: 57, Education: Masters, Average Pay: 138666.0
Gender: Female, JobTitle:Graphic Designer, Age: 58, Education: PhD, Average Pay: 116596.0
Gender: Female, JobTitle:Graphic Designer, Age: 59, Education: College, Average Pay: 120171.0
Gender: Female, JobTitle:Graphic Designer, Age: 59, Education: PhD, Average Pay: 133783.0
Gender: Female, JobTitle:Graphic Designer, Age: 61, Education: Masters, Average Pay: 94348.0
Gender: Female, JobTitle:Graphic Designer, Age: 63, Education: College, Average Pay: 84963.0
Gender: Female, JobTitle:Graphic Designer, Age: 63, Education: College, Average Pay: 110738.0
Gender: Female, JobTitle:Graphic Designer, Age: 63, Education: College, Average Pay: 134166.0
Gender: Female, JobTitle:Graphic Designer, Age: 65, Education: High School, Average Pay: 138001.0
Gender: Female, JobTitle:IT, Age: 18, Education: Masters, Average Pay: 50637.0
Gender: Female, JobTitle:IT, Age: 20, Education: PhD, Average Pay: 81016.0
Gender: Female, JobTitle:IT, Age: 22, Education: High School, Average Pay: 112335.0
Gender: Female, JobTitle:IT, Age: 22, Education: Masters, Average Pay: 46223.0
Gender: Female, JobTitle:IT, Age: 26, Education: College, Average Pay: 63410.0
Gender: Female, JobTitle:IT, Age: 26, Education: College, Average Pay: 86972.0
Gender: Female, JobTitle:IT, Age: 26, Education: PhD, Average Pay: 117115.0
Gender: Female, JobTitle:IT, Age: 27, Education: Masters, Average Pay: 60009.0
Gender: Female, JobTitle:IT, Age: 28, Education: High School, Average Pay: 45447.0
Gender: Female, JobTitle:IT, Age: 28, Education: PhD, Average Pay: 110978.0
Gender: Female, JobTitle:IT, Age: 29, Education: Masters, Average Pay: 80651.0
Gender: Female, JobTitle:IT, Age: 30, Education: Masters, Average Pay: 89182.0
Gender: Female, JobTitle:IT, Age: 32, Education: High School, Average Pay: 64613.0
Gender: Female, JobTitle:IT, Age: 33, Education: College, Average Pay: 94047.0
Gender: Female, JobTitle:IT, Age: 34, Education: College, Average Pay: 62490.0
Gender: Female, JobTitle:IT, Age: 36, Education: PhD, Average Pay: 82229.0
Gender: Female, JobTitle:IT, Age: 37, Education: High School, Average Pay: 62570.0
Gender: Female, JobTitle:IT, Age: 38, Education: College, Average Pay: 122896.0
Gender: Female, JobTitle:IT, Age: 38, Education: High School, Average Pay: 82935.0
Gender: Female, JobTitle:IT, Age: 41, Education: High School, Average Pay: 108635.0
Gender: Female, JobTitle:IT, Age: 42, Education: College, Average Pay: 92449.0
Gender: Female, JobTitle:IT, Age: 42, Education: High School, Average Pay: 76173.0
Gender: Female, JobTitle:IT, Age: 43, Education: Masters, Average Pay: 101406.0
Gender: Female, JobTitle:IT, Age: 43, Education: PhD, Average Pay: 136681.0
Gender: Female, JobTitle:IT, Age: 44, Education: High School, Average Pay: 134495.0
Gender: Female, JobTitle:IT, Age: 44, Education: PhD, Average Pay: 137946.0
Gender: Female, JobTitle:IT, Age: 45, Education: College, Average Pay: 78250.0
Gender: Female, JobTitle:IT, Age: 45, Education: PhD, Average Pay: 118687.0
Gender: Female, JobTitle:IT, Age: 46, Education: High School, Average Pay: 105633.0
Gender: Female, JobTitle:IT, Age: 46, Education: PhD, Average Pay: 110554.0
Gender: Female, JobTitle:IT, Age: 47, Education: PhD, Average Pay: 103415.0
Gender: Female, JobTitle:IT, Age: 47, Education: PhD, Average Pay: 108952.0
Gender: Female, JobTitle:IT, Age: 48, Education: High School, Average Pay: 67418.0
Gender: Female, JobTitle:IT, Age: 48, Education: PhD, Average Pay: 97009.0
Gender: Female, JobTitle:IT, Age: 49, Education: College, Average Pay: 81331.0
Gender: Female, JobTitle:IT, Age: 49, Education: College, Average Pay: 117163.0
Gender: Female, JobTitle:IT, Age: 53, Education: High School, Average Pay: 114932.0
Gender: Female, JobTitle:IT, Age: 54, Education: High School, Average Pay: 116490.0
Gender: Female, JobTitle:IT, Age: 54, Education: Masters, Average Pay: 101732.0
Gender: Female, JobTitle:IT, Age: 56, Education: Masters, Average Pay: 107874.0
Gender: Female, JobTitle:IT, Age: 57, Education: High School, Average Pay: 68694.0
Gender: Female, JobTitle:IT, Age: 58, Education: High School, Average Pay: 127947.0
Gender: Female, JobTitle:IT, Age: 59, Education: College, Average Pay: 112668.0
Gender: Female, JobTitle:IT, Age: 59, Education: PhD, Average Pay: 96165.0
Gender: Female, JobTitle:IT, Age: 60, Education: Masters, Average Pay: 109125.0
Gender: Female, JobTitle:IT, Age: 62, Education: College, Average Pay: 106115.0
Gender: Female, JobTitle:IT, Age: 62, Education: College, Average Pay: 117656.0
Gender: Female, JobTitle:IT, Age: 62, Education: College, Average Pay: 132402.0
Gender: Female, JobTitle:IT, Age: 65, Education: Masters, Average Pay: 108986.0
Gender: Female, JobTitle:IT, Age: 65, Education: Masters, Average Pay: 129159.0
Gender: Female, JobTitle:Manager, Age: 24, Education: PhD, Average Pay: 112658.0
Gender: Female, JobTitle:Manager, Age: 25, Education: Masters, Average Pay: 125414.0
Gender: Female, JobTitle:Manager, Age: 28, Education: High School, Average Pay: 109291.0
Gender: Female, JobTitle:Manager, Age: 32, Education: PhD, Average Pay: 107462.0
Gender: Female, JobTitle:Manager, Age: 32, Education: PhD, Average Pay: 121261.0
Gender: Female, JobTitle:Manager, Age: 34, Education: Masters, Average Pay: 113817.0
Gender: Female, JobTitle:Manager, Age: 41, Education: PhD, Average Pay: 119821.0
Gender: Female, JobTitle:Manager, Age: 42, Education: High School, Average Pay: 123614.0
Gender: Female, JobTitle:Manager, Age: 45, Education: High School, Average Pay: 150486.0
Gender: Female, JobTitle:Manager, Age: 45, Education: High School, Average Pay: 155013.0
Gender: Female, JobTitle:Manager, Age: 47, Education: High School, Average Pay: 110875.0
Gender: Female, JobTitle:Manager, Age: 53, Education: High School, Average Pay: 137199.0
Gender: Female, JobTitle:Manager, Age: 55, Education: High School, Average Pay: 138462.0
Gender: Female, JobTitle:Manager, Age: 57, Education: Masters, Average Pay: 148984.0
Gender: Female, JobTitle:Manager, Age: 59, Education: High School, Average Pay: 139818.0
Gender: Female, JobTitle:Manager, Age: 60, Education: PhD, Average Pay: 168968.0
Gender: Female, JobTitle:Manager, Age: 62, Education: Masters, Average Pay: 152243.0
Gender: Female, JobTitle:Manager, Age: 62, Education: Masters, Average Pay: 163011.0
Gender: Female, JobTitle:Marketing Associate, Age: 18, Education: High School, Average Pay: 40828.0
Gender: Female, JobTitle:Marketing Associate, Age: 18, Education: Masters, Average Pay: 81790.0
Gender: Female, JobTitle:Marketing Associate, Age: 20, Education: College, Average Pay: 44692.0
Gender: Female, JobTitle:Marketing Associate, Age: 20, Education: College, Average Pay: 77863.0
Gender: Female, JobTitle:Marketing Associate, Age: 20, Education: Masters, Average Pay: 85765.0
Gender: Female, JobTitle:Marketing Associate, Age: 20, Education: PhD, Average Pay: 68343.0
Gender: Female, JobTitle:Marketing Associate, Age: 22, Education: PhD, Average Pay: 44638.0
Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: College, Average Pay: 59680.0
Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: High School, Average Pay: 52568.0
Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: Masters, Average Pay: 67847.0
Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: PhD, Average Pay: 55695.0
Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: PhD, Average Pay: 69009.0
Gender: Female, JobTitle:Marketing Associate, Age: 24, Education: High School, Average Pay: 55918.0
Gender: Female, JobTitle:Marketing Associate, Age: 24, Education: Masters, Average Pay: 89752.0
Gender: Female, JobTitle:Marketing Associate, Age: 24, Education: PhD, Average Pay: 64926.0
Gender: Female, JobTitle:Marketing Associate, Age: 25, Education: High School, Average Pay: 44722.0
Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: College, Average Pay: 67980.0
Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: College, Average Pay: 72592.0
Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: High School, Average Pay: 40958.0
Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: High School, Average Pay: 64148.0
Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: PhD, Average Pay: 89539.0
Gender: Female, JobTitle:Marketing Associate, Age: 27, Education: High School, Average Pay: 53192.0
Gender: Female, JobTitle:Marketing Associate, Age: 27, Education: High School, Average Pay: 76841.0
Gender: Female, JobTitle:Marketing Associate, Age: 27, Education: High School, Average Pay: 96665.0
Gender: Female, JobTitle:Marketing Associate, Age: 27, Education: PhD, Average Pay: 83691.0
Gender: Female, JobTitle:Marketing Associate, Age: 28, Education: Masters, Average Pay: 78124.0
Gender: Female, JobTitle:Marketing Associate, Age: 29, Education: Masters, Average Pay: 98640.0
Gender: Female, JobTitle:Marketing Associate, Age: 30, Education: Masters, Average Pay: 44013.0
Gender: Female, JobTitle:Marketing Associate, Age: 31, Education: High School, Average Pay: 58116.0
Gender: Female, JobTitle:Marketing Associate, Age: 32, Education: College, Average Pay: 78442.0
Gender: Female, JobTitle:Marketing Associate, Age: 33, Education: High School, Average Pay: 55033.0
Gender: Female, JobTitle:Marketing Associate, Age: 33, Education: High School, Average Pay: 58373.0
Gender: Female, JobTitle:Marketing Associate, Age: 33, Education: High School, Average Pay: 86094.0
Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: College, Average Pay: 43358.0
Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: College, Average Pay: 56801.0
Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: High School, Average Pay: 86903.0
Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: High School, Average Pay: 105154.0
Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: Masters, Average Pay: 60461.0
Gender: Female, JobTitle:Marketing Associate, Age: 35, Education: Masters, Average Pay: 66123.0
Gender: Female, JobTitle:Marketing Associate, Age: 35, Education: PhD, Average Pay: 106940.0
Gender: Female, JobTitle:Marketing Associate, Age: 36, Education: High School, Average Pay: 99340.0
Gender: Female, JobTitle:Marketing Associate, Age: 36, Education: Masters, Average Pay: 82495.0
Gender: Female, JobTitle:Marketing Associate, Age: 36, Education: PhD, Average Pay: 90080.0
Gender: Female, JobTitle:Marketing Associate, Age: 37, Education: PhD, Average Pay: 93603.0
Gender: Female, JobTitle:Marketing Associate, Age: 38, Education: High School, Average Pay: 77536.0
Gender: Female, JobTitle:Marketing Associate, Age: 38, Education: PhD, Average Pay: 57109.0
Gender: Female, JobTitle:Marketing Associate, Age: 38, Education: PhD, Average Pay: 80930.0
Gender: Female, JobTitle:Marketing Associate, Age: 39, Education: College, Average Pay: 112552.0
Gender: Female, JobTitle:Marketing Associate, Age: 40, Education: Masters, Average Pay: 70096.0
Gender: Female, JobTitle:Marketing Associate, Age: 40, Education: Masters, Average Pay: 104286.0
Gender: Female, JobTitle:Marketing Associate, Age: 41, Education: College, Average Pay: 82769.0
Gender: Female, JobTitle:Marketing Associate, Age: 41, Education: High School, Average Pay: 44030.0
Gender: Female, JobTitle:Marketing Associate, Age: 41, Education: PhD, Average Pay: 112862.0
Gender: Female, JobTitle:Marketing Associate, Age: 42, Education: College, Average Pay: 93033.0
Gender: Female, JobTitle:Marketing Associate, Age: 44, Education: High School, Average Pay: 65008.0
Gender: Female, JobTitle:Marketing Associate, Age: 44, Education: High School, Average Pay: 94980.0
Gender: Female, JobTitle:Marketing Associate, Age: 44, Education: PhD, Average Pay: 72440.0
Gender: Female, JobTitle:Marketing Associate, Age: 45, Education: College, Average Pay: 91843.0
Gender: Female, JobTitle:Marketing Associate, Age: 45, Education: High School, Average Pay: 64882.0
Gender: Female, JobTitle:Marketing Associate, Age: 45, Education: Masters, Average Pay: 81431.0
Gender: Female, JobTitle:Marketing Associate, Age: 46, Education: College, Average Pay: 57936.0
Gender: Female, JobTitle:Marketing Associate, Age: 46, Education: College, Average Pay: 92055.0
Gender: Female, JobTitle:Marketing Associate, Age: 46, Education: PhD, Average Pay: 76374.0
Gender: Female, JobTitle:Marketing Associate, Age: 48, Education: College, Average Pay: 90978.0
Gender: Female, JobTitle:Marketing Associate, Age: 48, Education: High School, Average Pay: 90750.0
Gender: Female, JobTitle:Marketing Associate, Age: 49, Education: College, Average Pay: 109841.0
Gender: Female, JobTitle:Marketing Associate, Age: 49, Education: High School, Average Pay: 104592.0
Gender: Female, JobTitle:Marketing Associate, Age: 49, Education: Masters, Average Pay: 83468.0
Gender: Female, JobTitle:Marketing Associate, Age: 49, Education: PhD, Average Pay: 111910.0
Gender: Female, JobTitle:Marketing Associate, Age: 50, Education: High School, Average Pay: 77840.0
Gender: Female, JobTitle:Marketing Associate, Age: 50, Education: Masters, Average Pay: 99849.0
Gender: Female, JobTitle:Marketing Associate, Age: 50, Education: PhD, Average Pay: 89835.0
Gender: Female, JobTitle:Marketing Associate, Age: 51, Education: High School, Average Pay: 83690.0
Gender: Female, JobTitle:Marketing Associate, Age: 52, Education: High School, Average Pay: 100431.0
Gender: Female, JobTitle:Marketing Associate, Age: 52, Education: PhD, Average Pay: 101584.0
Gender: Female, JobTitle:Marketing Associate, Age: 53, Education: College, Average Pay: 73373.0
Gender: Female, JobTitle:Marketing Associate, Age: 53, Education: Masters, Average Pay: 69773.0
Gender: Female, JobTitle:Marketing Associate, Age: 53, Education: Masters, Average Pay: 116726.0
Gender: Female, JobTitle:Marketing Associate, Age: 54, Education: PhD, Average Pay: 119967.0
Gender: Female, JobTitle:Marketing Associate, Age: 55, Education: College, Average Pay: 74739.0
Gender: Female, JobTitle:Marketing Associate, Age: 55, Education: High School, Average Pay: 67393.0
Gender: Female, JobTitle:Marketing Associate, Age: 55, Education: High School, Average Pay: 77599.0
Gender: Female, JobTitle:Marketing Associate, Age: 55, Education: Masters, Average Pay: 78479.0
Gender: Female, JobTitle:Marketing Associate, Age: 56, Education: High School, Average Pay: 86626.0
Gender: Female, JobTitle:Marketing Associate, Age: 56, Education: High School, Average Pay: 93109.0
Gender: Female, JobTitle:Marketing Associate, Age: 56, Education: High School, Average Pay: 100040.0
Gender: Female, JobTitle:Marketing Associate, Age: 56, Education: High School, Average Pay: 112286.0
Gender: Female, JobTitle:Marketing Associate, Age: 56, Education: Masters, Average Pay: 103985.0
Gender: Female, JobTitle:Marketing Associate, Age: 57, Education: College, Average Pay: 86667.0
Gender: Female, JobTitle:Marketing Associate, Age: 58, Education: High School, Average Pay: 64198.0
Gender: Female, JobTitle:Marketing Associate, Age: 58, Education: Masters, Average Pay: 115809.0
Gender: Female, JobTitle:Marketing Associate, Age: 59, Education: College, Average Pay: 65394.0
Gender: Female, JobTitle:Marketing Associate, Age: 59, Education: High School, Average Pay: 101838.0
Gender: Female, JobTitle:Marketing Associate, Age: 59, Education: Masters, Average Pay: 95748.0
Gender: Female, JobTitle:Marketing Associate, Age: 60, Education: College, Average Pay: 119672.0
Gender: Female, JobTitle:Marketing Associate, Age: 61, Education: High School, Average Pay: 65914.0
Gender: Female, JobTitle:Marketing Associate, Age: 62, Education: College, Average Pay: 82108.0
Gender: Female, JobTitle:Marketing Associate, Age: 62, Education: Masters, Average Pay: 83172.0
Gender: Female, JobTitle:Marketing Associate, Age: 62, Education: PhD, Average Pay: 128695.0
Gender: Female, JobTitle:Marketing Associate, Age: 64, Education: College, Average Pay: 106326.0
Gender: Female, JobTitle:Marketing Associate, Age: 64, Education: College, Average Pay: 110679.0
Gender: Female, JobTitle:Marketing Associate, Age: 64, Education: PhD, Average Pay: 88030.0
Gender: Female, JobTitle:Marketing Associate, Age: 64, Education: PhD, Average Pay: 102966.0
Gender: Female, JobTitle:Marketing Associate, Age: 64, Education: PhD, Average Pay: 136316.0
Gender: Female, JobTitle:Marketing Associate, Age: 65, Education: High School, Average Pay: 103985.0
Gender: Female, JobTitle:Marketing Associate, Age: 65, Education: Masters, Average Pay: 82673.0
Gender: Female, JobTitle:Marketing Associate, Age: 65, Education: Masters, Average Pay: 111933.0
Gender: Female, JobTitle:Sales Associate, Age: 18, Education: Masters, Average Pay: 69887.0
Gender: Female, JobTitle:Sales Associate, Age: 19, Education: College, Average Pay: 95446.0
Gender: Female, JobTitle:Sales Associate, Age: 21, Education: College, Average Pay: 92511.0
Gender: Female, JobTitle:Sales Associate, Age: 24, Education: High School, Average Pay: 71901.0
Gender: Female, JobTitle:Sales Associate, Age: 24, Education: Masters, Average Pay: 83422.0
Gender: Female, JobTitle:Sales Associate, Age: 27, Education: College, Average Pay: 72180.0
Gender: Female, JobTitle:Sales Associate, Age: 28, Education: PhD, Average Pay: 96981.0
Gender: Female, JobTitle:Sales Associate, Age: 29, Education: High School, Average Pay: 72131.0
Gender: Female, JobTitle:Sales Associate, Age: 29, Education: PhD, Average Pay: 63240.0
Gender: Female, JobTitle:Sales Associate, Age: 30, Education: High School, Average Pay: 98562.0
Gender: Female, JobTitle:Sales Associate, Age: 31, Education: College, Average Pay: 62149.0
Gender: Female, JobTitle:Sales Associate, Age: 31, Education: High School, Average Pay: 84364.0
Gender: Female, JobTitle:Sales Associate, Age: 32, Education: PhD, Average Pay: 94061.0
Gender: Female, JobTitle:Sales Associate, Age: 33, Education: College, Average Pay: 93848.0
Gender: Female, JobTitle:Sales Associate, Age: 33, Education: High School, Average Pay: 91875.0
Gender: Female, JobTitle:Sales Associate, Age: 34, Education: High School, Average Pay: 109048.0
Gender: Female, JobTitle:Sales Associate, Age: 34, Education: High School, Average Pay: 115779.0
Gender: Female, JobTitle:Sales Associate, Age: 35, Education: College, Average Pay: 93487.0
Gender: Female, JobTitle:Sales Associate, Age: 35, Education: College, Average Pay: 116465.0
Gender: Female, JobTitle:Sales Associate, Age: 35, Education: PhD, Average Pay: 92049.0
Gender: Female, JobTitle:Sales Associate, Age: 40, Education: Masters, Average Pay: 101827.0
Gender: Female, JobTitle:Sales Associate, Age: 41, Education: College, Average Pay: 66005.0
Gender: Female, JobTitle:Sales Associate, Age: 44, Education: High School, Average Pay: 87049.0
Gender: Female, JobTitle:Sales Associate, Age: 46, Education: Masters, Average Pay: 88379.0
Gender: Female, JobTitle:Sales Associate, Age: 47, Education: College, Average Pay: 91057.0
Gender: Female, JobTitle:Sales Associate, Age: 47, Education: College, Average Pay: 111773.0
Gender: Female, JobTitle:Sales Associate, Age: 47, Education: PhD, Average Pay: 121263.0
Gender: Female, JobTitle:Sales Associate, Age: 50, Education: Masters, Average Pay: 110171.0
Gender: Female, JobTitle:Sales Associate, Age: 51, Education: Masters, Average Pay: 81204.0
Gender: Female, JobTitle:Sales Associate, Age: 52, Education: High School, Average Pay: 98118.0
Gender: Female, JobTitle:Sales Associate, Age: 52, Education: Masters, Average Pay: 91336.0
Gender: Female, JobTitle:Sales Associate, Age: 53, Education: Masters, Average Pay: 137001.0
Gender: Female, JobTitle:Sales Associate, Age: 57, Education: High School, Average Pay: 122270.0
Gender: Female, JobTitle:Sales Associate, Age: 57, Education: Masters, Average Pay: 105064.0
Gender: Female, JobTitle:Sales Associate, Age: 57, Education: Masters, Average Pay: 107301.0
Gender: Female, JobTitle:Sales Associate, Age: 58, Education: College, Average Pay: 90248.0
Gender: Female, JobTitle:Sales Associate, Age: 60, Education: PhD, Average Pay: 135111.0
Gender: Female, JobTitle:Sales Associate, Age: 61, Education: College, Average Pay: 101057.0
Gender: Female, JobTitle:Sales Associate, Age: 61, Education: High School, Average Pay: 86961.0
Gender: Female, JobTitle:Sales Associate, Age: 61, Education: PhD, Average Pay: 138145.0
Gender: Female, JobTitle:Sales Associate, Age: 62, Education: College, Average Pay: 100925.0
Gender: Female, JobTitle:Sales Associate, Age: 63, Education: PhD, Average Pay: 135113.0
Gender: Female, JobTitle:Sales Associate, Age: 65, Education: PhD, Average Pay: 146719.0
Gender: Female, JobTitle:Software Engineer, Age: 22, Education: Masters, Average Pay: 96986.0
Gender: Female, JobTitle:Software Engineer, Age: 27, Education: High School, Average Pay: 73500.0
Gender: Female, JobTitle:Software Engineer, Age: 28, Education: College, Average Pay: 121218.0
Gender: Female, JobTitle:Software Engineer, Age: 28, Education: PhD, Average Pay: 112146.0
Gender: Female, JobTitle:Software Engineer, Age: 36, Education: PhD, Average Pay: 82838.0
Gender: Female, JobTitle:Software Engineer, Age: 41, Education: PhD, Average Pay: 94622.0
Gender: Female, JobTitle:Software Engineer, Age: 57, Education: College, Average Pay: 119455.0
Gender: Female, JobTitle:Software Engineer, Age: 57, Education: High School, Average Pay: 108414.0
Gender: Female, JobTitle:Warehouse Associate, Age: 19, Education: College, Average Pay: 73886.0
Gender: Female, JobTitle:Warehouse Associate, Age: 19, Education: High School, Average Pay: 45662.0
Gender: Female, JobTitle:Warehouse Associate, Age: 19, Education: Masters, Average Pay: 84991.0
Gender: Female, JobTitle:Warehouse Associate, Age: 19, Education: PhD, Average Pay: 99476.0
Gender: Female, JobTitle:Warehouse Associate, Age: 22, Education: College, Average Pay: 85010.0
Gender: Female, JobTitle:Warehouse Associate, Age: 22, Education: High School, Average Pay: 98707.0
Gender: Female, JobTitle:Warehouse Associate, Age: 22, Education: Masters, Average Pay: 74253.0
Gender: Female, JobTitle:Warehouse Associate, Age: 22, Education: PhD, Average Pay: 121023.0
Gender: Female, JobTitle:Warehouse Associate, Age: 24, Education: College, Average Pay: 109494.0
Gender: Female, JobTitle:Warehouse Associate, Age: 24, Education: High School, Average Pay: 72877.0
Gender: Female, JobTitle:Warehouse Associate, Age: 25, Education: Masters, Average Pay: 88939.0
Gender: Female, JobTitle:Warehouse Associate, Age: 25, Education: Masters, Average Pay: 101969.0
Gender: Female, JobTitle:Warehouse Associate, Age: 28, Education: Masters, Average Pay: 70000.0
Gender: Female, JobTitle:Warehouse Associate, Age: 30, Education: Masters, Average Pay: 95803.0
Gender: Female, JobTitle:Warehouse Associate, Age: 31, Education: PhD, Average Pay: 111478.0
Gender: Female, JobTitle:Warehouse Associate, Age: 34, Education: High School, Average Pay: 63911.0
Gender: Female, JobTitle:Warehouse Associate, Age: 34, Education: PhD, Average Pay: 121179.0
Gender: Female, JobTitle:Warehouse Associate, Age: 35, Education: PhD, Average Pay: 105329.0
Gender: Female, JobTitle:Warehouse Associate, Age: 36, Education: College, Average Pay: 83172.0
Gender: Female, JobTitle:Warehouse Associate, Age: 37, Education: High School, Average Pay: 100732.0
Gender: Female, JobTitle:Warehouse Associate, Age: 38, Education: College, Average Pay: 101571.0
Gender: Female, JobTitle:Warehouse Associate, Age: 39, Education: College, Average Pay: 87382.0
Gender: Female, JobTitle:Warehouse Associate, Age: 41, Education: College, Average Pay: 92017.0
Gender: Female, JobTitle:Warehouse Associate, Age: 41, Education: College, Average Pay: 98977.0
Gender: Female, JobTitle:Warehouse Associate, Age: 41, Education: Masters, Average Pay: 97867.0
Gender: Female, JobTitle:Warehouse Associate, Age: 42, Education: Masters, Average Pay: 96636.0
Gender: Female, JobTitle:Warehouse Associate, Age: 42, Education: PhD, Average Pay: 131262.0
Gender: Female, JobTitle:Warehouse Associate, Age: 44, Education: High School, Average Pay: 85839.0
Gender: Female, JobTitle:Warehouse Associate, Age: 45, Education: High School, Average Pay: 112047.0
Gender: Female, JobTitle:Warehouse Associate, Age: 47, Education: College, Average Pay: 91997.0
Gender: Female, JobTitle:Warehouse Associate, Age: 47, Education: College, Average Pay: 102858.0
Gender: Female, JobTitle:Warehouse Associate, Age: 48, Education: College, Average Pay: 121464.0
Gender: Female, JobTitle:Warehouse Associate, Age: 50, Education: Masters, Average Pay: 117399.0
Gender: Female, JobTitle:Warehouse Associate, Age: 51, Education: High School, Average Pay: 96329.0
Gender: Female, JobTitle:Warehouse Associate, Age: 51, Education: High School, Average Pay: 115222.0
Gender: Female, JobTitle:Warehouse Associate, Age: 51, Education: High School, Average Pay: 129208.0
Gender: Female, JobTitle:Warehouse Associate, Age: 53, Education: College, Average Pay: 136772.0
Gender: Female, JobTitle:Warehouse Associate, Age: 55, Education: PhD, Average Pay: 90588.0
Gender: Female, JobTitle:Warehouse Associate, Age: 56, Education: College, Average Pay: 110766.0
Gender: Female, JobTitle:Warehouse Associate, Age: 57, Education: High School, Average Pay: 102048.0
Gender: Female, JobTitle:Warehouse Associate, Age: 57, Education: PhD, Average Pay: 94481.0
Gender: Female, JobTitle:Warehouse Associate, Age: 58, Education: Masters, Average Pay: 138293.0
Gender: Female, JobTitle:Warehouse Associate, Age: 59, Education: College, Average Pay: 98940.0
Gender: Female, JobTitle:Warehouse Associate, Age: 61, Education: Masters, Average Pay: 124894.0
Gender: Female, JobTitle:Warehouse Associate, Age: 62, Education: PhD, Average Pay: 107301.0
Gender: Female, JobTitle:Warehouse Associate, Age: 63, Education: High School, Average Pay: 113812.0
Gender: Male, JobTitle:Data Scientist, Age: 18, Education: High School, Average Pay: 64594.0
Gender: Male, JobTitle:Data Scientist, Age: 18, Education: PhD, Average Pay: 69421.0
Gender: Male, JobTitle:Data Scientist, Age: 19, Education: High School, Average Pay: 67639.0
Gender: Male, JobTitle:Data Scientist, Age: 19, Education: PhD, Average Pay: 86625.0
Gender: Male, JobTitle:Data Scientist, Age: 20, Education: High School, Average Pay: 65579.0
Gender: Male, JobTitle:Data Scientist, Age: 22, Education: High School, Average Pay: 58991.0
Gender: Male, JobTitle:Data Scientist, Age: 23, Education: High School, Average Pay: 90816.0
Gender: Male, JobTitle:Data Scientist, Age: 23, Education: Masters, Average Pay: 69995.0
Gender: Male, JobTitle:Data Scientist, Age: 24, Education: Masters, Average Pay: 68609.0
Gender: Male, JobTitle:Data Scientist, Age: 26, Education: High School, Average Pay: 88943.0
Gender: Male, JobTitle:Data Scientist, Age: 26, Education: Masters, Average Pay: 94717.0
Gender: Male, JobTitle:Data Scientist, Age: 27, Education: College, Average Pay: 62499.0
Gender: Male, JobTitle:Data Scientist, Age: 28, Education: High School, Average Pay: 74709.0
Gender: Male, JobTitle:Data Scientist, Age: 28, Education: Masters, Average Pay: 88644.0
Gender: Male, JobTitle:Data Scientist, Age: 28, Education: Masters, Average Pay: 105610.0
Gender: Male, JobTitle:Data Scientist, Age: 29, Education: High School, Average Pay: 73575.0
Gender: Male, JobTitle:Data Scientist, Age: 29, Education: High School, Average Pay: 76692.0
Gender: Male, JobTitle:Data Scientist, Age: 29, Education: PhD, Average Pay: 106139.0
Gender: Male, JobTitle:Data Scientist, Age: 30, Education: College, Average Pay: 78949.0
Gender: Male, JobTitle:Data Scientist, Age: 31, Education: College, Average Pay: 81254.0
Gender: Male, JobTitle:Data Scientist, Age: 32, Education: PhD, Average Pay: 95824.0
Gender: Male, JobTitle:Data Scientist, Age: 32, Education: PhD, Average Pay: 112017.0
Gender: Male, JobTitle:Data Scientist, Age: 33, Education: High School, Average Pay: 58835.0
Gender: Male, JobTitle:Data Scientist, Age: 35, Education: College, Average Pay: 105531.0
Gender: Male, JobTitle:Data Scientist, Age: 37, Education: PhD, Average Pay: 82424.0
Gender: Male, JobTitle:Data Scientist, Age: 38, Education: College, Average Pay: 110428.0
Gender: Male, JobTitle:Data Scientist, Age: 38, Education: High School, Average Pay: 89272.0
Gender: Male, JobTitle:Data Scientist, Age: 40, Education: Masters, Average Pay: 91834.0
Gender: Male, JobTitle:Data Scientist, Age: 41, Education: College, Average Pay: 82297.0
Gender: Male, JobTitle:Data Scientist, Age: 41, Education: High School, Average Pay: 121537.0
Gender: Male, JobTitle:Data Scientist, Age: 41, Education: Masters, Average Pay: 110925.0
Gender: Male, JobTitle:Data Scientist, Age: 41, Education: PhD, Average Pay: 74452.0
Gender: Male, JobTitle:Data Scientist, Age: 43, Education: PhD, Average Pay: 111536.0
Gender: Male, JobTitle:Data Scientist, Age: 44, Education: High School, Average Pay: 88528.0
Gender: Male, JobTitle:Data Scientist, Age: 44, Education: Masters, Average Pay: 121525.0
Gender: Male, JobTitle:Data Scientist, Age: 45, Education: Masters, Average Pay: 107764.0
Gender: Male, JobTitle:Data Scientist, Age: 45, Education: PhD, Average Pay: 130184.0
Gender: Male, JobTitle:Data Scientist, Age: 49, Education: College, Average Pay: 100556.0
Gender: Male, JobTitle:Data Scientist, Age: 51, Education: PhD, Average Pay: 119374.0
Gender: Male, JobTitle:Data Scientist, Age: 53, Education: High School, Average Pay: 111245.0
Gender: Male, JobTitle:Data Scientist, Age: 54, Education: College, Average Pay: 100394.0
Gender: Male, JobTitle:Data Scientist, Age: 56, Education: Masters, Average Pay: 98328.0
Gender: Male, JobTitle:Data Scientist, Age: 56, Education: Masters, Average Pay: 103635.0
Gender: Male, JobTitle:Data Scientist, Age: 57, Education: Masters, Average Pay: 110098.0
Gender: Male, JobTitle:Data Scientist, Age: 57, Education: Masters, Average Pay: 112544.0
Gender: Male, JobTitle:Data Scientist, Age: 58, Education: High School, Average Pay: 93901.0
Gender: Male, JobTitle:Data Scientist, Age: 58, Education: PhD, Average Pay: 128041.0
Gender: Male, JobTitle:Data Scientist, Age: 59, Education: Masters, Average Pay: 102932.0
Gender: Male, JobTitle:Data Scientist, Age: 61, Education: Masters, Average Pay: 125942.0
Gender: Male, JobTitle:Data Scientist, Age: 62, Education: College, Average Pay: 100322.0
Gender: Male, JobTitle:Data Scientist, Age: 62, Education: High School, Average Pay: 106277.0
Gender: Male, JobTitle:Data Scientist, Age: 62, Education: PhD, Average Pay: 113135.0
Gender: Male, JobTitle:Data Scientist, Age: 62, Education: PhD, Average Pay: 126686.0
Gender: Male, JobTitle:Data Scientist, Age: 65, Education: Masters, Average Pay: 131977.0
Gender: Male, JobTitle:Driver, Age: 18, Education: PhD, Average Pay: 64725.0
Gender: Male, JobTitle:Driver, Age: 20, Education: High School, Average Pay: 73873.0
Gender: Male, JobTitle:Driver, Age: 21, Education: High School, Average Pay: 66531.0
Gender: Male, JobTitle:Driver, Age: 24, Education: College, Average Pay: 58180.0
Gender: Male, JobTitle:Driver, Age: 24, Education: College, Average Pay: 87014.0
Gender: Male, JobTitle:Driver, Age: 25, Education: College, Average Pay: 48905.0
Gender: Male, JobTitle:Driver, Age: 25, Education: PhD, Average Pay: 100321.0
Gender: Male, JobTitle:Driver, Age: 27, Education: College, Average Pay: 97456.0
Gender: Male, JobTitle:Driver, Age: 30, Education: Masters, Average Pay: 86911.0
Gender: Male, JobTitle:Driver, Age: 31, Education: College, Average Pay: 92790.0
Gender: Male, JobTitle:Driver, Age: 31, Education: High School, Average Pay: 68488.0
Gender: Male, JobTitle:Driver, Age: 32, Education: Masters, Average Pay: 75745.0
Gender: Male, JobTitle:Driver, Age: 32, Education: PhD, Average Pay: 98583.0
Gender: Male, JobTitle:Driver, Age: 33, Education: High School, Average Pay: 63448.0
Gender: Male, JobTitle:Driver, Age: 34, Education: College, Average Pay: 97352.0
Gender: Male, JobTitle:Driver, Age: 35, Education: High School, Average Pay: 97586.0
Gender: Male, JobTitle:Driver, Age: 36, Education: PhD, Average Pay: 96794.0
Gender: Male, JobTitle:Driver, Age: 37, Education: College, Average Pay: 78332.0
Gender: Male, JobTitle:Driver, Age: 38, Education: PhD, Average Pay: 111944.0
Gender: Male, JobTitle:Driver, Age: 39, Education: High School, Average Pay: 109015.0
Gender: Male, JobTitle:Driver, Age: 40, Education: College, Average Pay: 76614.0
Gender: Male, JobTitle:Driver, Age: 40, Education: College, Average Pay: 106247.0
Gender: Male, JobTitle:Driver, Age: 40, Education: High School, Average Pay: 93742.0
Gender: Male, JobTitle:Driver, Age: 41, Education: Masters, Average Pay: 100693.0
Gender: Male, JobTitle:Driver, Age: 42, Education: PhD, Average Pay: 117715.0
Gender: Male, JobTitle:Driver, Age: 44, Education: High School, Average Pay: 90446.0
Gender: Male, JobTitle:Driver, Age: 49, Education: College, Average Pay: 111496.0
Gender: Male, JobTitle:Driver, Age: 49, Education: Masters, Average Pay: 80768.0
Gender: Male, JobTitle:Driver, Age: 49, Education: Masters, Average Pay: 125369.0
Gender: Male, JobTitle:Driver, Age: 53, Education: Masters, Average Pay: 134816.0
Gender: Male, JobTitle:Driver, Age: 53, Education: PhD, Average Pay: 106933.0
Gender: Male, JobTitle:Driver, Age: 53, Education: PhD, Average Pay: 116881.0
Gender: Male, JobTitle:Driver, Age: 54, Education: PhD, Average Pay: 118977.0
Gender: Male, JobTitle:Driver, Age: 54, Education: PhD, Average Pay: 122208.0
Gender: Male, JobTitle:Driver, Age: 55, Education: College, Average Pay: 107871.0
Gender: Male, JobTitle:Driver, Age: 55, Education: Masters, Average Pay: 100207.0
Gender: Male, JobTitle:Driver, Age: 56, Education: Masters, Average Pay: 109247.0
Gender: Male, JobTitle:Driver, Age: 57, Education: College, Average Pay: 75296.0
Gender: Male, JobTitle:Driver, Age: 57, Education: College, Average Pay: 141823.0
Gender: Male, JobTitle:Driver, Age: 58, Education: College, Average Pay: 114432.0
Gender: Male, JobTitle:Driver, Age: 59, Education: College, Average Pay: 124424.0
Gender: Male, JobTitle:Driver, Age: 63, Education: High School, Average Pay: 107597.0
Gender: Male, JobTitle:Driver, Age: 63, Education: PhD, Average Pay: 134671.0
Gender: Male, JobTitle:Driver, Age: 64, Education: Masters, Average Pay: 116101.0
Gender: Male, JobTitle:Driver, Age: 65, Education: High School, Average Pay: 120234.0
Gender: Male, JobTitle:Financial Analyst, Age: 18, Education: PhD, Average Pay: 107202.0
Gender: Male, JobTitle:Financial Analyst, Age: 19, Education: Masters, Average Pay: 69354.0
Gender: Male, JobTitle:Financial Analyst, Age: 20, Education: High School, Average Pay: 72991.0
Gender: Male, JobTitle:Financial Analyst, Age: 20, Education: PhD, Average Pay: 86439.0
Gender: Male, JobTitle:Financial Analyst, Age: 20, Education: PhD, Average Pay: 111544.0
Gender: Male, JobTitle:Financial Analyst, Age: 22, Education: PhD, Average Pay: 76085.0
Gender: Male, JobTitle:Financial Analyst, Age: 24, Education: Masters, Average Pay: 76266.0
Gender: Male, JobTitle:Financial Analyst, Age: 24, Education: PhD, Average Pay: 77435.0
Gender: Male, JobTitle:Financial Analyst, Age: 24, Education: PhD, Average Pay: 92652.0
Gender: Male, JobTitle:Financial Analyst, Age: 26, Education: College, Average Pay: 112237.0
Gender: Male, JobTitle:Financial Analyst, Age: 26, Education: College, Average Pay: 115615.0
Gender: Male, JobTitle:Financial Analyst, Age: 27, Education: PhD, Average Pay: 105389.0
Gender: Male, JobTitle:Financial Analyst, Age: 29, Education: High School, Average Pay: 97897.0
Gender: Male, JobTitle:Financial Analyst, Age: 29, Education: Masters, Average Pay: 87999.0
Gender: Male, JobTitle:Financial Analyst, Age: 29, Education: Masters, Average Pay: 121061.0
Gender: Male, JobTitle:Financial Analyst, Age: 30, Education: Masters, Average Pay: 91484.0
Gender: Male, JobTitle:Financial Analyst, Age: 31, Education: PhD, Average Pay: 84587.0
Gender: Male, JobTitle:Financial Analyst, Age: 31, Education: PhD, Average Pay: 88616.0
Gender: Male, JobTitle:Financial Analyst, Age: 32, Education: Masters, Average Pay: 86167.0
Gender: Male, JobTitle:Financial Analyst, Age: 33, Education: Masters, Average Pay: 78267.0
Gender: Male, JobTitle:Financial Analyst, Age: 35, Education: College, Average Pay: 97970.0
Gender: Male, JobTitle:Financial Analyst, Age: 35, Education: PhD, Average Pay: 106860.0
Gender: Male, JobTitle:Financial Analyst, Age: 36, Education: Masters, Average Pay: 79333.0
Gender: Male, JobTitle:Financial Analyst, Age: 36, Education: PhD, Average Pay: 98170.0
Gender: Male, JobTitle:Financial Analyst, Age: 38, Education: College, Average Pay: 121865.0
Gender: Male, JobTitle:Financial Analyst, Age: 38, Education: Masters, Average Pay: 90308.0
Gender: Male, JobTitle:Financial Analyst, Age: 39, Education: College, Average Pay: 65347.0
Gender: Male, JobTitle:Financial Analyst, Age: 39, Education: College, Average Pay: 103432.0
Gender: Male, JobTitle:Financial Analyst, Age: 39, Education: Masters, Average Pay: 122354.0
Gender: Male, JobTitle:Financial Analyst, Age: 39, Education: PhD, Average Pay: 94577.0
Gender: Male, JobTitle:Financial Analyst, Age: 40, Education: PhD, Average Pay: 94968.0
Gender: Male, JobTitle:Financial Analyst, Age: 41, Education: Masters, Average Pay: 105386.0
Gender: Male, JobTitle:Financial Analyst, Age: 43, Education: PhD, Average Pay: 112862.0
Gender: Male, JobTitle:Financial Analyst, Age: 44, Education: Masters, Average Pay: 128726.0
Gender: Male, JobTitle:Financial Analyst, Age: 45, Education: High School, Average Pay: 81887.0
Gender: Male, JobTitle:Financial Analyst, Age: 45, Education: High School, Average Pay: 89856.0
Gender: Male, JobTitle:Financial Analyst, Age: 45, Education: Masters, Average Pay: 106536.0
Gender: Male, JobTitle:Financial Analyst, Age: 47, Education: College, Average Pay: 72875.0
Gender: Male, JobTitle:Financial Analyst, Age: 47, Education: College, Average Pay: 99519.0
Gender: Male, JobTitle:Financial Analyst, Age: 47, Education: High School, Average Pay: 73317.0
Gender: Male, JobTitle:Financial Analyst, Age: 48, Education: High School, Average Pay: 95071.0
Gender: Male, JobTitle:Financial Analyst, Age: 49, Education: High School, Average Pay: 111006.0
Gender: Male, JobTitle:Financial Analyst, Age: 50, Education: Masters, Average Pay: 119494.0
Gender: Male, JobTitle:Financial Analyst, Age: 51, Education: PhD, Average Pay: 120308.0
Gender: Male, JobTitle:Financial Analyst, Age: 53, Education: Masters, Average Pay: 120345.0
Gender: Male, JobTitle:Financial Analyst, Age: 55, Education: College, Average Pay: 89159.0
Gender: Male, JobTitle:Financial Analyst, Age: 56, Education: High School, Average Pay: 107222.0
Gender: Male, JobTitle:Financial Analyst, Age: 58, Education: College, Average Pay: 126905.0
Gender: Male, JobTitle:Financial Analyst, Age: 58, Education: College, Average Pay: 132759.0
Gender: Male, JobTitle:Financial Analyst, Age: 58, Education: Masters, Average Pay: 111169.0
Gender: Male, JobTitle:Financial Analyst, Age: 59, Education: PhD, Average Pay: 98125.0
Gender: Male, JobTitle:Financial Analyst, Age: 60, Education: High School, Average Pay: 129660.0
Gender: Male, JobTitle:Financial Analyst, Age: 60, Education: PhD, Average Pay: 125352.0
Gender: Male, JobTitle:Financial Analyst, Age: 64, Education: High School, Average Pay: 104513.0
Gender: Male, JobTitle:Financial Analyst, Age: 64, Education: High School, Average Pay: 127543.0
Gender: Male, JobTitle:Financial Analyst, Age: 64, Education: PhD, Average Pay: 144601.0
Gender: Male, JobTitle:Financial Analyst, Age: 65, Education: High School, Average Pay: 99601.0
Gender: Male, JobTitle:Financial Analyst, Age: 65, Education: Masters, Average Pay: 116481.0
Gender: Male, JobTitle:Graphic Designer, Age: 18, Education: High School, Average Pay: 84795.0
Gender: Male, JobTitle:Graphic Designer, Age: 19, Education: Masters, Average Pay: 69872.0
Gender: Male, JobTitle:Graphic Designer, Age: 20, Education: Masters, Average Pay: 105654.0
Gender: Male, JobTitle:Graphic Designer, Age: 21, Education: Masters, Average Pay: 80692.0
Gender: Male, JobTitle:Graphic Designer, Age: 22, Education: High School, Average Pay: 75117.0
Gender: Male, JobTitle:Graphic Designer, Age: 22, Education: High School, Average Pay: 78119.0
Gender: Male, JobTitle:Graphic Designer, Age: 22, Education: Masters, Average Pay: 65225.0
Gender: Male, JobTitle:Graphic Designer, Age: 22, Education: PhD, Average Pay: 48736.0
Gender: Male, JobTitle:Graphic Designer, Age: 23, Education: High School, Average Pay: 57952.0
Gender: Male, JobTitle:Graphic Designer, Age: 23, Education: Masters, Average Pay: 93271.0
Gender: Male, JobTitle:Graphic Designer, Age: 23, Education: PhD, Average Pay: 96640.0
Gender: Male, JobTitle:Graphic Designer, Age: 24, Education: College, Average Pay: 66091.0
Gender: Male, JobTitle:Graphic Designer, Age: 24, Education: PhD, Average Pay: 112473.0
Gender: Male, JobTitle:Graphic Designer, Age: 26, Education: Masters, Average Pay: 108783.0
Gender: Male, JobTitle:Graphic Designer, Age: 27, Education: College, Average Pay: 123152.0
Gender: Male, JobTitle:Graphic Designer, Age: 29, Education: Masters, Average Pay: 77854.0
Gender: Male, JobTitle:Graphic Designer, Age: 29, Education: PhD, Average Pay: 76546.0
Gender: Male, JobTitle:Graphic Designer, Age: 30, Education: College, Average Pay: 41030.0
Gender: Male, JobTitle:Graphic Designer, Age: 30, Education: Masters, Average Pay: 77056.0
Gender: Male, JobTitle:Graphic Designer, Age: 31, Education: PhD, Average Pay: 78334.0
Gender: Male, JobTitle:Graphic Designer, Age: 33, Education: Masters, Average Pay: 92256.0
Gender: Male, JobTitle:Graphic Designer, Age: 34, Education: Masters, Average Pay: 96607.0
Gender: Male, JobTitle:Graphic Designer, Age: 35, Education: PhD, Average Pay: 98035.0
Gender: Male, JobTitle:Graphic Designer, Age: 39, Education: Masters, Average Pay: 112714.0
Gender: Male, JobTitle:Graphic Designer, Age: 43, Education: PhD, Average Pay: 87325.0
Gender: Male, JobTitle:Graphic Designer, Age: 44, Education: High School, Average Pay: 110447.0
Gender: Male, JobTitle:Graphic Designer, Age: 44, Education: Masters, Average Pay: 113099.0
Gender: Male, JobTitle:Graphic Designer, Age: 44, Education: PhD, Average Pay: 72535.0
Gender: Male, JobTitle:Graphic Designer, Age: 45, Education: Masters, Average Pay: 105090.0
Gender: Male, JobTitle:Graphic Designer, Age: 46, Education: High School, Average Pay: 96035.0
Gender: Male, JobTitle:Graphic Designer, Age: 46, Education: High School, Average Pay: 112472.0
Gender: Male, JobTitle:Graphic Designer, Age: 47, Education: College, Average Pay: 114851.0
Gender: Male, JobTitle:Graphic Designer, Age: 49, Education: College, Average Pay: 115234.0
Gender: Male, JobTitle:Graphic Designer, Age: 49, Education: Masters, Average Pay: 132436.0
Gender: Male, JobTitle:Graphic Designer, Age: 50, Education: Masters, Average Pay: 90209.0
Gender: Male, JobTitle:Graphic Designer, Age: 53, Education: High School, Average Pay: 101261.0
Gender: Male, JobTitle:Graphic Designer, Age: 53, Education: High School, Average Pay: 110717.0
Gender: Male, JobTitle:Graphic Designer, Age: 54, Education: High School, Average Pay: 105722.0
Gender: Male, JobTitle:Graphic Designer, Age: 55, Education: College, Average Pay: 82775.0
Gender: Male, JobTitle:Graphic Designer, Age: 55, Education: Masters, Average Pay: 87472.0
Gender: Male, JobTitle:Graphic Designer, Age: 56, Education: Masters, Average Pay: 119145.0
Gender: Male, JobTitle:Graphic Designer, Age: 57, Education: Masters, Average Pay: 140139.0
Gender: Male, JobTitle:Graphic Designer, Age: 58, Education: Masters, Average Pay: 99653.0
Gender: Male, JobTitle:Graphic Designer, Age: 59, Education: PhD, Average Pay: 139467.0
Gender: Male, JobTitle:Graphic Designer, Age: 60, Education: Masters, Average Pay: 102652.0
Gender: Male, JobTitle:Graphic Designer, Age: 61, Education: Masters, Average Pay: 112026.0
Gender: Male, JobTitle:Graphic Designer, Age: 62, Education: Masters, Average Pay: 92258.0
Gender: Male, JobTitle:Graphic Designer, Age: 63, Education: PhD, Average Pay: 113622.0
Gender: Male, JobTitle:Graphic Designer, Age: 65, Education: College, Average Pay: 130302.0
Gender: Male, JobTitle:Graphic Designer, Age: 65, Education: Masters, Average Pay: 125256.0
Gender: Male, JobTitle:IT, Age: 18, Education: High School, Average Pay: 56166.0
Gender: Male, JobTitle:IT, Age: 18, Education: Masters, Average Pay: 78202.0
Gender: Male, JobTitle:IT, Age: 18, Education: PhD, Average Pay: 63868.0
Gender: Male, JobTitle:IT, Age: 19, Education: College, Average Pay: 87448.0
Gender: Male, JobTitle:IT, Age: 19, Education: College, Average Pay: 88009.0
Gender: Male, JobTitle:IT, Age: 20, Education: PhD, Average Pay: 55074.0
Gender: Male, JobTitle:IT, Age: 20, Education: PhD, Average Pay: 82582.0
Gender: Male, JobTitle:IT, Age: 23, Education: PhD, Average Pay: 72581.0
Gender: Male, JobTitle:IT, Age: 27, Education: High School, Average Pay: 61165.0
Gender: Male, JobTitle:IT, Age: 27, Education: PhD, Average Pay: 98096.0
Gender: Male, JobTitle:IT, Age: 28, Education: High School, Average Pay: 72868.0
Gender: Male, JobTitle:IT, Age: 28, Education: High School, Average Pay: 105111.0
Gender: Male, JobTitle:IT, Age: 31, Education: College, Average Pay: 53598.0
Gender: Male, JobTitle:IT, Age: 31, Education: Masters, Average Pay: 96581.0
Gender: Male, JobTitle:IT, Age: 33, Education: College, Average Pay: 96182.0
Gender: Male, JobTitle:IT, Age: 33, Education: Masters, Average Pay: 89887.0
Gender: Male, JobTitle:IT, Age: 33, Education: Masters, Average Pay: 112010.0
Gender: Male, JobTitle:IT, Age: 34, Education: College, Average Pay: 97323.0
Gender: Male, JobTitle:IT, Age: 35, Education: College, Average Pay: 102302.0
Gender: Male, JobTitle:IT, Age: 36, Education: High School, Average Pay: 113360.0
Gender: Male, JobTitle:IT, Age: 36, Education: Masters, Average Pay: 71687.0
Gender: Male, JobTitle:IT, Age: 39, Education: High School, Average Pay: 98578.0
Gender: Male, JobTitle:IT, Age: 40, Education: College, Average Pay: 83450.0
Gender: Male, JobTitle:IT, Age: 40, Education: College, Average Pay: 117136.0
Gender: Male, JobTitle:IT, Age: 43, Education: College, Average Pay: 72003.0
Gender: Male, JobTitle:IT, Age: 43, Education: College, Average Pay: 107605.0
Gender: Male, JobTitle:IT, Age: 47, Education: PhD, Average Pay: 89097.0
Gender: Male, JobTitle:IT, Age: 50, Education: College, Average Pay: 88376.0
Gender: Male, JobTitle:IT, Age: 50, Education: Masters, Average Pay: 104929.0
Gender: Male, JobTitle:IT, Age: 51, Education: High School, Average Pay: 91872.0
Gender: Male, JobTitle:IT, Age: 52, Education: College, Average Pay: 99206.0
Gender: Male, JobTitle:IT, Age: 52, Education: Masters, Average Pay: 97374.0
Gender: Male, JobTitle:IT, Age: 53, Education: PhD, Average Pay: 136138.0
Gender: Male, JobTitle:IT, Age: 55, Education: College, Average Pay: 112174.0
Gender: Male, JobTitle:IT, Age: 55, Education: College, Average Pay: 136571.0
Gender: Male, JobTitle:IT, Age: 55, Education: Masters, Average Pay: 94643.0
Gender: Male, JobTitle:IT, Age: 57, Education: High School, Average Pay: 115117.0
Gender: Male, JobTitle:IT, Age: 58, Education: College, Average Pay: 138272.0
Gender: Male, JobTitle:IT, Age: 59, Education: Masters, Average Pay: 103591.0
Gender: Male, JobTitle:IT, Age: 59, Education: PhD, Average Pay: 86304.0
Gender: Male, JobTitle:IT, Age: 62, Education: Masters, Average Pay: 123206.0
Gender: Male, JobTitle:IT, Age: 62, Education: PhD, Average Pay: 108749.0
Gender: Male, JobTitle:IT, Age: 63, Education: Masters, Average Pay: 142160.0
Gender: Male, JobTitle:IT, Age: 64, Education: Masters, Average Pay: 95075.0
Gender: Male, JobTitle:IT, Age: 64, Education: PhD, Average Pay: 105560.0
Gender: Male, JobTitle:IT, Age: 65, Education: Masters, Average Pay: 171735.0
Gender: Male, JobTitle:Manager, Age: 18, Education: Masters, Average Pay: 120342.0
Gender: Male, JobTitle:Manager, Age: 19, Education: PhD, Average Pay: 128557.0
Gender: Male, JobTitle:Manager, Age: 20, Education: College, Average Pay: 115339.0
Gender: Male, JobTitle:Manager, Age: 20, Education: Masters, Average Pay: 106546.0
Gender: Male, JobTitle:Manager, Age: 20, Education: PhD, Average Pay: 119418.0
Gender: Male, JobTitle:Manager, Age: 21, Education: College, Average Pay: 118548.0
Gender: Male, JobTitle:Manager, Age: 21, Education: College, Average Pay: 128871.0
Gender: Male, JobTitle:Manager, Age: 21, Education: High School, Average Pay: 112143.0
Gender: Male, JobTitle:Manager, Age: 21, Education: PhD, Average Pay: 96221.0
Gender: Male, JobTitle:Manager, Age: 22, Education: College, Average Pay: 109433.0
Gender: Male, JobTitle:Manager, Age: 22, Education: Masters, Average Pay: 96955.0
Gender: Male, JobTitle:Manager, Age: 23, Education: College, Average Pay: 117347.0
Gender: Male, JobTitle:Manager, Age: 23, Education: Masters, Average Pay: 111329.0
Gender: Male, JobTitle:Manager, Age: 23, Education: PhD, Average Pay: 99501.0
Gender: Male, JobTitle:Manager, Age: 25, Education: College, Average Pay: 142378.0
Gender: Male, JobTitle:Manager, Age: 27, Education: High School, Average Pay: 90146.0
Gender: Male, JobTitle:Manager, Age: 28, Education: College, Average Pay: 111974.0
Gender: Male, JobTitle:Manager, Age: 29, Education: PhD, Average Pay: 156788.0
Gender: Male, JobTitle:Manager, Age: 30, Education: High School, Average Pay: 141578.0
Gender: Male, JobTitle:Manager, Age: 30, Education: PhD, Average Pay: 131052.0
Gender: Male, JobTitle:Manager, Age: 31, Education: College, Average Pay: 85050.0
Gender: Male, JobTitle:Manager, Age: 31, Education: PhD, Average Pay: 117934.0
Gender: Male, JobTitle:Manager, Age: 32, Education: High School, Average Pay: 123920.0
Gender: Male, JobTitle:Manager, Age: 32, Education: Masters, Average Pay: 125809.0
Gender: Male, JobTitle:Manager, Age: 33, Education: Masters, Average Pay: 97576.0
Gender: Male, JobTitle:Manager, Age: 36, Education: High School, Average Pay: 119403.0
Gender: Male, JobTitle:Manager, Age: 36, Education: Masters, Average Pay: 139664.0
Gender: Male, JobTitle:Manager, Age: 37, Education: Masters, Average Pay: 127085.0
Gender: Male, JobTitle:Manager, Age: 37, Education: PhD, Average Pay: 106209.0
Gender: Male, JobTitle:Manager, Age: 37, Education: PhD, Average Pay: 119702.0
Gender: Male, JobTitle:Manager, Age: 38, Education: Masters, Average Pay: 140172.0
Gender: Male, JobTitle:Manager, Age: 40, Education: College, Average Pay: 130327.0
Gender: Male, JobTitle:Manager, Age: 41, Education: College, Average Pay: 127264.0
Gender: Male, JobTitle:Manager, Age: 41, Education: Masters, Average Pay: 123506.0
Gender: Male, JobTitle:Manager, Age: 42, Education: College, Average Pay: 131358.0
Gender: Male, JobTitle:Manager, Age: 43, Education: PhD, Average Pay: 128688.0
Gender: Male, JobTitle:Manager, Age: 43, Education: PhD, Average Pay: 157327.0
Gender: Male, JobTitle:Manager, Age: 45, Education: High School, Average Pay: 132316.0
Gender: Male, JobTitle:Manager, Age: 46, Education: Masters, Average Pay: 114848.0
Gender: Male, JobTitle:Manager, Age: 47, Education: Masters, Average Pay: 160790.0
Gender: Male, JobTitle:Manager, Age: 48, Education: College, Average Pay: 117076.0
Gender: Male, JobTitle:Manager, Age: 48, Education: College, Average Pay: 145780.0
Gender: Male, JobTitle:Manager, Age: 48, Education: PhD, Average Pay: 110217.0
Gender: Male, JobTitle:Manager, Age: 48, Education: PhD, Average Pay: 151509.0
Gender: Male, JobTitle:Manager, Age: 48, Education: PhD, Average Pay: 162967.0
Gender: Male, JobTitle:Manager, Age: 52, Education: High School, Average Pay: 111779.0
Gender: Male, JobTitle:Manager, Age: 52, Education: High School, Average Pay: 111781.0
Gender: Male, JobTitle:Manager, Age: 52, Education: High School, Average Pay: 118381.0
Gender: Male, JobTitle:Manager, Age: 53, Education: College, Average Pay: 127628.0
Gender: Male, JobTitle:Manager, Age: 53, Education: College, Average Pay: 130060.0
Gender: Male, JobTitle:Manager, Age: 55, Education: College, Average Pay: 158817.0
Gender: Male, JobTitle:Manager, Age: 55, Education: High School, Average Pay: 123257.0
Gender: Male, JobTitle:Manager, Age: 55, Education: High School, Average Pay: 167303.0
Gender: Male, JobTitle:Manager, Age: 56, Education: Masters, Average Pay: 155266.0
Gender: Male, JobTitle:Manager, Age: 56, Education: PhD, Average Pay: 156702.0
Gender: Male, JobTitle:Manager, Age: 57, Education: Masters, Average Pay: 141971.0
Gender: Male, JobTitle:Manager, Age: 57, Education: Masters, Average Pay: 149510.0
Gender: Male, JobTitle:Manager, Age: 57, Education: PhD, Average Pay: 156896.0
Gender: Male, JobTitle:Manager, Age: 58, Education: PhD, Average Pay: 184010.0
Gender: Male, JobTitle:Manager, Age: 59, Education: College, Average Pay: 133137.0
Gender: Male, JobTitle:Manager, Age: 59, Education: College, Average Pay: 139705.0
Gender: Male, JobTitle:Manager, Age: 59, Education: PhD, Average Pay: 129400.0
Gender: Male, JobTitle:Manager, Age: 59, Education: PhD, Average Pay: 183562.0
Gender: Male, JobTitle:Manager, Age: 60, Education: College, Average Pay: 135821.0
Gender: Male, JobTitle:Manager, Age: 60, Education: College, Average Pay: 154955.0
Gender: Male, JobTitle:Manager, Age: 60, Education: College, Average Pay: 164857.0
Gender: Male, JobTitle:Manager, Age: 60, Education: High School, Average Pay: 117493.0
Gender: Male, JobTitle:Manager, Age: 61, Education: College, Average Pay: 140906.0
Gender: Male, JobTitle:Manager, Age: 62, Education: College, Average Pay: 165250.0
Gender: Male, JobTitle:Manager, Age: 62, Education: PhD, Average Pay: 122413.0
Gender: Male, JobTitle:Manager, Age: 62, Education: PhD, Average Pay: 158567.0
Gender: Male, JobTitle:Manager, Age: 63, Education: Masters, Average Pay: 136509.0
Gender: Male, JobTitle:Marketing Associate, Age: 21, Education: College, Average Pay: 96310.0
Gender: Male, JobTitle:Marketing Associate, Age: 25, Education: College, Average Pay: 72077.0
Gender: Male, JobTitle:Marketing Associate, Age: 26, Education: High School, Average Pay: 86493.0
Gender: Male, JobTitle:Marketing Associate, Age: 27, Education: College, Average Pay: 61336.0
Gender: Male, JobTitle:Marketing Associate, Age: 33, Education: PhD, Average Pay: 58373.0
Gender: Male, JobTitle:Marketing Associate, Age: 40, Education: PhD, Average Pay: 122350.0
Gender: Male, JobTitle:Marketing Associate, Age: 42, Education: Masters, Average Pay: 115875.0
Gender: Male, JobTitle:Marketing Associate, Age: 47, Education: Masters, Average Pay: 94565.0
Gender: Male, JobTitle:Marketing Associate, Age: 47, Education: PhD, Average Pay: 97297.0
Gender: Male, JobTitle:Marketing Associate, Age: 49, Education: High School, Average Pay: 98202.0
Gender: Male, JobTitle:Marketing Associate, Age: 51, Education: PhD, Average Pay: 66900.0
Gender: Male, JobTitle:Sales Associate, Age: 18, Education: High School, Average Pay: 89142.0
Gender: Male, JobTitle:Sales Associate, Age: 18, Education: Masters, Average Pay: 65063.0
Gender: Male, JobTitle:Sales Associate, Age: 18, Education: Masters, Average Pay: 100133.0
Gender: Male, JobTitle:Sales Associate, Age: 19, Education: PhD, Average Pay: 80546.0
Gender: Male, JobTitle:Sales Associate, Age: 19, Education: PhD, Average Pay: 102701.0
Gender: Male, JobTitle:Sales Associate, Age: 20, Education: College, Average Pay: 44346.0
Gender: Male, JobTitle:Sales Associate, Age: 21, Education: High School, Average Pay: 99847.0
Gender: Male, JobTitle:Sales Associate, Age: 22, Education: High School, Average Pay: 67089.0
Gender: Male, JobTitle:Sales Associate, Age: 22, Education: High School, Average Pay: 75829.0
Gender: Male, JobTitle:Sales Associate, Age: 23, Education: High School, Average Pay: 93157.0
Gender: Male, JobTitle:Sales Associate, Age: 24, Education: High School, Average Pay: 75410.0
Gender: Male, JobTitle:Sales Associate, Age: 24, Education: PhD, Average Pay: 56309.0
Gender: Male, JobTitle:Sales Associate, Age: 26, Education: High School, Average Pay: 82698.0
Gender: Male, JobTitle:Sales Associate, Age: 28, Education: College, Average Pay: 94146.0
Gender: Male, JobTitle:Sales Associate, Age: 28, Education: Masters, Average Pay: 125689.0
Gender: Male, JobTitle:Sales Associate, Age: 28, Education: PhD, Average Pay: 61620.0
Gender: Male, JobTitle:Sales Associate, Age: 29, Education: Masters, Average Pay: 67510.0
Gender: Male, JobTitle:Sales Associate, Age: 30, Education: Masters, Average Pay: 124006.0
Gender: Male, JobTitle:Sales Associate, Age: 33, Education: Masters, Average Pay: 106795.0
Gender: Male, JobTitle:Sales Associate, Age: 35, Education: Masters, Average Pay: 113519.0
Gender: Male, JobTitle:Sales Associate, Age: 36, Education: High School, Average Pay: 55337.0
Gender: Male, JobTitle:Sales Associate, Age: 40, Education: High School, Average Pay: 89227.0
Gender: Male, JobTitle:Sales Associate, Age: 44, Education: Masters, Average Pay: 109276.0
Gender: Male, JobTitle:Sales Associate, Age: 45, Education: High School, Average Pay: 72076.0
Gender: Male, JobTitle:Sales Associate, Age: 46, Education: College, Average Pay: 100054.0
Gender: Male, JobTitle:Sales Associate, Age: 48, Education: Masters, Average Pay: 120383.0
Gender: Male, JobTitle:Sales Associate, Age: 49, Education: High School, Average Pay: 95858.0
Gender: Male, JobTitle:Sales Associate, Age: 49, Education: Masters, Average Pay: 105991.0
Gender: Male, JobTitle:Sales Associate, Age: 50, Education: Masters, Average Pay: 129924.0
Gender: Male, JobTitle:Sales Associate, Age: 51, Education: High School, Average Pay: 100171.0
Gender: Male, JobTitle:Sales Associate, Age: 51, Education: High School, Average Pay: 104773.0
Gender: Male, JobTitle:Sales Associate, Age: 51, Education: PhD, Average Pay: 116693.0
Gender: Male, JobTitle:Sales Associate, Age: 53, Education: Masters, Average Pay: 105833.0
Gender: Male, JobTitle:Sales Associate, Age: 54, Education: College, Average Pay: 95710.0
Gender: Male, JobTitle:Sales Associate, Age: 55, Education: College, Average Pay: 118877.0
Gender: Male, JobTitle:Sales Associate, Age: 56, Education: High School, Average Pay: 84775.0
Gender: Male, JobTitle:Sales Associate, Age: 56, Education: High School, Average Pay: 90570.0
Gender: Male, JobTitle:Sales Associate, Age: 57, Education: PhD, Average Pay: 116440.0
Gender: Male, JobTitle:Sales Associate, Age: 58, Education: High School, Average Pay: 143985.0
Gender: Male, JobTitle:Sales Associate, Age: 58, Education: PhD, Average Pay: 126326.0
Gender: Male, JobTitle:Sales Associate, Age: 58, Education: PhD, Average Pay: 136949.0
Gender: Male, JobTitle:Sales Associate, Age: 60, Education: College, Average Pay: 115970.0
Gender: Male, JobTitle:Sales Associate, Age: 60, Education: High School, Average Pay: 111999.0
Gender: Male, JobTitle:Sales Associate, Age: 61, Education: PhD, Average Pay: 110941.0
Gender: Male, JobTitle:Sales Associate, Age: 62, Education: College, Average Pay: 135228.0
Gender: Male, JobTitle:Sales Associate, Age: 62, Education: Masters, Average Pay: 104416.0
Gender: Male, JobTitle:Sales Associate, Age: 63, Education: High School, Average Pay: 93594.0
Gender: Male, JobTitle:Sales Associate, Age: 63, Education: Masters, Average Pay: 140119.0
Gender: Male, JobTitle:Sales Associate, Age: 63, Education: PhD, Average Pay: 136533.0
Gender: Male, JobTitle:Sales Associate, Age: 64, Education: High School, Average Pay: 125266.0
Gender: Male, JobTitle:Sales Associate, Age: 64, Education: PhD, Average Pay: 126722.0
Gender: Male, JobTitle:Software Engineer, Age: 18, Education: College, Average Pay: 90300.0
Gender: Male, JobTitle:Software Engineer, Age: 18, Education: High School, Average Pay: 59945.0
Gender: Male, JobTitle:Software Engineer, Age: 18, Education: Masters, Average Pay: 95867.0
Gender: Male, JobTitle:Software Engineer, Age: 18, Education: Masters, Average Pay: 98578.0
Gender: Male, JobTitle:Software Engineer, Age: 18, Education: PhD, Average Pay: 107763.0
Gender: Male, JobTitle:Software Engineer, Age: 19, Education: Masters, Average Pay: 109923.0
Gender: Male, JobTitle:Software Engineer, Age: 19, Education: PhD, Average Pay: 98967.0
Gender: Male, JobTitle:Software Engineer, Age: 20, Education: Masters, Average Pay: 76496.0
Gender: Male, JobTitle:Software Engineer, Age: 20, Education: Masters, Average Pay: 118234.0
Gender: Male, JobTitle:Software Engineer, Age: 20, Education: PhD, Average Pay: 98932.0
Gender: Male, JobTitle:Software Engineer, Age: 21, Education: College, Average Pay: 119604.0
Gender: Male, JobTitle:Software Engineer, Age: 21, Education: High School, Average Pay: 69998.0
Gender: Male, JobTitle:Software Engineer, Age: 21, Education: High School, Average Pay: 101454.0
Gender: Male, JobTitle:Software Engineer, Age: 21, Education: PhD, Average Pay: 142448.0
Gender: Male, JobTitle:Software Engineer, Age: 22, Education: College, Average Pay: 71958.0
Gender: Male, JobTitle:Software Engineer, Age: 22, Education: Masters, Average Pay: 91232.0
Gender: Male, JobTitle:Software Engineer, Age: 23, Education: Masters, Average Pay: 102350.0
Gender: Male, JobTitle:Software Engineer, Age: 23, Education: PhD, Average Pay: 84135.0
Gender: Male, JobTitle:Software Engineer, Age: 24, Education: Masters, Average Pay: 87810.0
Gender: Male, JobTitle:Software Engineer, Age: 25, Education: High School, Average Pay: 86316.0
Gender: Male, JobTitle:Software Engineer, Age: 25, Education: High School, Average Pay: 107747.0
Gender: Male, JobTitle:Software Engineer, Age: 25, Education: Masters, Average Pay: 130317.0
Gender: Male, JobTitle:Software Engineer, Age: 26, Education: College, Average Pay: 85266.0
Gender: Male, JobTitle:Software Engineer, Age: 26, Education: High School, Average Pay: 67872.0
Gender: Male, JobTitle:Software Engineer, Age: 26, Education: PhD, Average Pay: 76850.0
Gender: Male, JobTitle:Software Engineer, Age: 27, Education: Masters, Average Pay: 73853.0
Gender: Male, JobTitle:Software Engineer, Age: 27, Education: PhD, Average Pay: 106090.0
Gender: Male, JobTitle:Software Engineer, Age: 29, Education: High School, Average Pay: 83077.0
Gender: Male, JobTitle:Software Engineer, Age: 29, Education: High School, Average Pay: 90168.0
Gender: Male, JobTitle:Software Engineer, Age: 29, Education: High School, Average Pay: 91448.0
Gender: Male, JobTitle:Software Engineer, Age: 29, Education: Masters, Average Pay: 99345.0
Gender: Male, JobTitle:Software Engineer, Age: 30, Education: College, Average Pay: 83350.0
Gender: Male, JobTitle:Software Engineer, Age: 30, Education: College, Average Pay: 89515.0
Gender: Male, JobTitle:Software Engineer, Age: 30, Education: Masters, Average Pay: 119182.0
Gender: Male, JobTitle:Software Engineer, Age: 31, Education: College, Average Pay: 111728.0
Gender: Male, JobTitle:Software Engineer, Age: 31, Education: High School, Average Pay: 102022.0
Gender: Male, JobTitle:Software Engineer, Age: 31, Education: PhD, Average Pay: 97673.0
Gender: Male, JobTitle:Software Engineer, Age: 32, Education: College, Average Pay: 75979.0
Gender: Male, JobTitle:Software Engineer, Age: 32, Education: College, Average Pay: 133357.0
Gender: Male, JobTitle:Software Engineer, Age: 33, Education: PhD, Average Pay: 95787.0
Gender: Male, JobTitle:Software Engineer, Age: 35, Education: Masters, Average Pay: 117114.0
Gender: Male, JobTitle:Software Engineer, Age: 36, Education: High School, Average Pay: 93014.0
Gender: Male, JobTitle:Software Engineer, Age: 36, Education: High School, Average Pay: 113708.0
Gender: Male, JobTitle:Software Engineer, Age: 36, Education: Masters, Average Pay: 89743.0
Gender: Male, JobTitle:Software Engineer, Age: 36, Education: Masters, Average Pay: 97954.0
Gender: Male, JobTitle:Software Engineer, Age: 36, Education: Masters, Average Pay: 100675.0
Gender: Male, JobTitle:Software Engineer, Age: 36, Education: Masters, Average Pay: 140520.0
Gender: Male, JobTitle:Software Engineer, Age: 36, Education: PhD, Average Pay: 120721.0
Gender: Male, JobTitle:Software Engineer, Age: 37, Education: High School, Average Pay: 85057.0
Gender: Male, JobTitle:Software Engineer, Age: 39, Education: High School, Average Pay: 114814.0
Gender: Male, JobTitle:Software Engineer, Age: 39, Education: PhD, Average Pay: 99796.0
Gender: Male, JobTitle:Software Engineer, Age: 40, Education: College, Average Pay: 76197.0
Gender: Male, JobTitle:Software Engineer, Age: 40, Education: High School, Average Pay: 103927.0
Gender: Male, JobTitle:Software Engineer, Age: 40, Education: Masters, Average Pay: 124786.0
Gender: Male, JobTitle:Software Engineer, Age: 40, Education: PhD, Average Pay: 121959.0
Gender: Male, JobTitle:Software Engineer, Age: 42, Education: College, Average Pay: 109124.0
Gender: Male, JobTitle:Software Engineer, Age: 42, Education: College, Average Pay: 120871.0
Gender: Male, JobTitle:Software Engineer, Age: 42, Education: Masters, Average Pay: 128320.0
Gender: Male, JobTitle:Software Engineer, Age: 43, Education: PhD, Average Pay: 109056.0
Gender: Male, JobTitle:Software Engineer, Age: 45, Education: High School, Average Pay: 86516.0
Gender: Male, JobTitle:Software Engineer, Age: 45, Education: Masters, Average Pay: 96282.0
Gender: Male, JobTitle:Software Engineer, Age: 47, Education: Masters, Average Pay: 131635.0
Gender: Male, JobTitle:Software Engineer, Age: 49, Education: Masters, Average Pay: 87737.0
Gender: Male, JobTitle:Software Engineer, Age: 49, Education: Masters, Average Pay: 151758.0
Gender: Male, JobTitle:Software Engineer, Age: 50, Education: PhD, Average Pay: 124172.0
Gender: Male, JobTitle:Software Engineer, Age: 51, Education: College, Average Pay: 121881.0
Gender: Male, JobTitle:Software Engineer, Age: 51, Education: Masters, Average Pay: 137195.0
Gender: Male, JobTitle:Software Engineer, Age: 52, Education: Masters, Average Pay: 147482.0
Gender: Male, JobTitle:Software Engineer, Age: 53, Education: High School, Average Pay: 94976.0
Gender: Male, JobTitle:Software Engineer, Age: 53, Education: High School, Average Pay: 112764.0
Gender: Male, JobTitle:Software Engineer, Age: 54, Education: PhD, Average Pay: 133817.0
Gender: Male, JobTitle:Software Engineer, Age: 55, Education: PhD, Average Pay: 126404.0
Gender: Male, JobTitle:Software Engineer, Age: 56, Education: College, Average Pay: 115140.0
Gender: Male, JobTitle:Software Engineer, Age: 56, Education: PhD, Average Pay: 148989.0
Gender: Male, JobTitle:Software Engineer, Age: 58, Education: High School, Average Pay: 127356.0
Gender: Male, JobTitle:Software Engineer, Age: 58, Education: Masters, Average Pay: 161343.0
Gender: Male, JobTitle:Software Engineer, Age: 59, Education: College, Average Pay: 163390.0
Gender: Male, JobTitle:Software Engineer, Age: 59, Education: High School, Average Pay: 132085.0
Gender: Male, JobTitle:Software Engineer, Age: 59, Education: Masters, Average Pay: 116520.0
Gender: Male, JobTitle:Software Engineer, Age: 59, Education: Masters, Average Pay: 162935.0
Gender: Male, JobTitle:Software Engineer, Age: 60, Education: High School, Average Pay: 109124.0
Gender: Male, JobTitle:Software Engineer, Age: 60, Education: Masters, Average Pay: 162262.0
Gender: Male, JobTitle:Software Engineer, Age: 60, Education: PhD, Average Pay: 131513.0
Gender: Male, JobTitle:Software Engineer, Age: 60, Education: PhD, Average Pay: 152071.0
Gender: Male, JobTitle:Software Engineer, Age: 62, Education: High School, Average Pay: 121857.0
Gender: Male, JobTitle:Software Engineer, Age: 62, Education: High School, Average Pay: 126860.0
Gender: Male, JobTitle:Software Engineer, Age: 62, Education: High School, Average Pay: 136182.0
Gender: Male, JobTitle:Software Engineer, Age: 62, Education: PhD, Average Pay: 142848.0
Gender: Male, JobTitle:Software Engineer, Age: 63, Education: College, Average Pay: 132198.0
Gender: Male, JobTitle:Software Engineer, Age: 63, Education: High School, Average Pay: 148350.0
Gender: Male, JobTitle:Software Engineer, Age: 63, Education: PhD, Average Pay: 140701.0
Gender: Male, JobTitle:Software Engineer, Age: 64, Education: College, Average Pay: 128166.0
Gender: Male, JobTitle:Software Engineer, Age: 64, Education: High School, Average Pay: 118727.0
Gender: Male, JobTitle:Software Engineer, Age: 64, Education: High School, Average Pay: 125671.0
Gender: Male, JobTitle:Software Engineer, Age: 64, Education: Masters, Average Pay: 111799.0
Gender: Male, JobTitle:Software Engineer, Age: 64, Education: PhD, Average Pay: 143194.0
Gender: Male, JobTitle:Software Engineer, Age: 64, Education: PhD, Average Pay: 162121.0
Gender: Male, JobTitle:Software Engineer, Age: 65, Education: High School, Average Pay: 108534.0
Gender: Male, JobTitle:Software Engineer, Age: 65, Education: High School, Average Pay: 126789.0
Gender: Male, JobTitle:Software Engineer, Age: 65, Education: High School, Average Pay: 164521.0
Gender: Male, JobTitle:Software Engineer, Age: 65, Education: Masters, Average Pay: 142258.0
Gender: Male, JobTitle:Warehouse Associate, Age: 18, Education: College, Average Pay: 93041.0
Gender: Male, JobTitle:Warehouse Associate, Age: 19, Education: High School, Average Pay: 68926.0
Gender: Male, JobTitle:Warehouse Associate, Age: 21, Education: PhD, Average Pay: 58686.0
Gender: Male, JobTitle:Warehouse Associate, Age: 22, Education: Masters, Average Pay: 68087.0
Gender: Male, JobTitle:Warehouse Associate, Age: 23, Education: College, Average Pay: 89148.0
Gender: Male, JobTitle:Warehouse Associate, Age: 23, Education: High School, Average Pay: 98382.0
Gender: Male, JobTitle:Warehouse Associate, Age: 24, Education: College, Average Pay: 76591.0
Gender: Male, JobTitle:Warehouse Associate, Age: 24, Education: PhD, Average Pay: 94997.0
Gender: Male, JobTitle:Warehouse Associate, Age: 25, Education: College, Average Pay: 69304.0
Gender: Male, JobTitle:Warehouse Associate, Age: 25, Education: College, Average Pay: 75827.0
Gender: Male, JobTitle:Warehouse Associate, Age: 25, Education: Masters, Average Pay: 64457.0
Gender: Male, JobTitle:Warehouse Associate, Age: 26, Education: High School, Average Pay: 80224.0
Gender: Male, JobTitle:Warehouse Associate, Age: 28, Education: High School, Average Pay: 68412.0
Gender: Male, JobTitle:Warehouse Associate, Age: 31, Education: High School, Average Pay: 73929.0
Gender: Male, JobTitle:Warehouse Associate, Age: 33, Education: College, Average Pay: 84236.0
Gender: Male, JobTitle:Warehouse Associate, Age: 33, Education: College, Average Pay: 105985.0
Gender: Male, JobTitle:Warehouse Associate, Age: 34, Education: Masters, Average Pay: 50680.0
Gender: Male, JobTitle:Warehouse Associate, Age: 34, Education: PhD, Average Pay: 114448.0
Gender: Male, JobTitle:Warehouse Associate, Age: 35, Education: High School, Average Pay: 79092.0
Gender: Male, JobTitle:Warehouse Associate, Age: 36, Education: PhD, Average Pay: 117656.0
Gender: Male, JobTitle:Warehouse Associate, Age: 37, Education: High School, Average Pay: 91130.0
Gender: Male, JobTitle:Warehouse Associate, Age: 37, Education: Masters, Average Pay: 87575.0
Gender: Male, JobTitle:Warehouse Associate, Age: 38, Education: College, Average Pay: 90901.0
Gender: Male, JobTitle:Warehouse Associate, Age: 38, Education: High School, Average Pay: 88264.0
Gender: Male, JobTitle:Warehouse Associate, Age: 39, Education: PhD, Average Pay: 85886.0
Gender: Male, JobTitle:Warehouse Associate, Age: 40, Education: Masters, Average Pay: 111905.0
Gender: Male, JobTitle:Warehouse Associate, Age: 42, Education: PhD, Average Pay: 94774.0
Gender: Male, JobTitle:Warehouse Associate, Age: 45, Education: High School, Average Pay: 91844.0
Gender: Male, JobTitle:Warehouse Associate, Age: 46, Education: High School, Average Pay: 93318.0
Gender: Male, JobTitle:Warehouse Associate, Age: 46, Education: PhD, Average Pay: 85019.0
Gender: Male, JobTitle:Warehouse Associate, Age: 48, Education: College, Average Pay: 69172.0
Gender: Male, JobTitle:Warehouse Associate, Age: 48, Education: PhD, Average Pay: 78192.0
Gender: Male, JobTitle:Warehouse Associate, Age: 49, Education: High School, Average Pay: 117794.0
Gender: Male, JobTitle:Warehouse Associate, Age: 49, Education: PhD, Average Pay: 101201.0
Gender: Male, JobTitle:Warehouse Associate, Age: 50, Education: Masters, Average Pay: 96525.0
Gender: Male, JobTitle:Warehouse Associate, Age: 53, Education: College, Average Pay: 129719.0
Gender: Male, JobTitle:Warehouse Associate, Age: 53, Education: PhD, Average Pay: 135535.0
Gender: Male, JobTitle:Warehouse Associate, Age: 54, Education: Masters, Average Pay: 123546.0
Gender: Male, JobTitle:Warehouse Associate, Age: 56, Education: Masters, Average Pay: 83892.0
Gender: Male, JobTitle:Warehouse Associate, Age: 58, Education: College, Average Pay: 142205.0
Gender: Male, JobTitle:Warehouse Associate, Age: 61, Education: High School, Average Pay: 112025.0
Gender: Male, JobTitle:Warehouse Associate, Age: 61, Education: PhD, Average Pay: 133005.0
Gender: Male, JobTitle:Warehouse Associate, Age: 64, Education: High School, Average Pay: 122934.0
Gender: Male, JobTitle:Warehouse Associate, Age: 65, Education: High School, Average Pay: 109530.0
In [42]:
# Create an iterator for grouping the data by gender, jobtitle, age, education, and performance
groups = pay_gap.groupby(['Gender', 'JobTitle', 'Age', 'Education', 'PerfEval'])
In [43]:
# Iterate over the groups and calculate the average pay for each group
for group, data in groups:
    avg_pay = data['TotalPay'].mean()
    print(f"Gender: {group[0]}, JobTitle:{group[1]}, Age: {group[2]}, Education: {group[3]}, PerfEval: {group[4]}, Average Pay: {avg_pay}")
Gender: Female, JobTitle:Data Scientist, Age: 20, Education: High School, PerfEval: 3, Average Pay: 47688.0
Gender: Female, JobTitle:Data Scientist, Age: 21, Education: PhD, PerfEval: 1, Average Pay: 72633.0
Gender: Female, JobTitle:Data Scientist, Age: 21, Education: PhD, PerfEval: 5, Average Pay: 80676.0
Gender: Female, JobTitle:Data Scientist, Age: 22, Education: High School, PerfEval: 5, Average Pay: 84495.0
Gender: Female, JobTitle:Data Scientist, Age: 24, Education: College, PerfEval: 4, Average Pay: 79728.0
Gender: Female, JobTitle:Data Scientist, Age: 27, Education: High School, PerfEval: 1, Average Pay: 101877.0
Gender: Female, JobTitle:Data Scientist, Age: 29, Education: College, PerfEval: 4, Average Pay: 67397.0
Gender: Female, JobTitle:Data Scientist, Age: 29, Education: High School, PerfEval: 3, Average Pay: 81071.0
Gender: Female, JobTitle:Data Scientist, Age: 29, Education: High School, PerfEval: 4, Average Pay: 93132.0
Gender: Female, JobTitle:Data Scientist, Age: 30, Education: College, PerfEval: 5, Average Pay: 101905.0
Gender: Female, JobTitle:Data Scientist, Age: 31, Education: High School, PerfEval: 4, Average Pay: 63953.0
Gender: Female, JobTitle:Data Scientist, Age: 32, Education: College, PerfEval: 4, Average Pay: 87635.0
Gender: Female, JobTitle:Data Scientist, Age: 32, Education: PhD, PerfEval: 5, Average Pay: 55150.0
Gender: Female, JobTitle:Data Scientist, Age: 33, Education: College, PerfEval: 3, Average Pay: 80022.0
Gender: Female, JobTitle:Data Scientist, Age: 33, Education: High School, PerfEval: 2, Average Pay: 84837.0
Gender: Female, JobTitle:Data Scientist, Age: 33, Education: High School, PerfEval: 3, Average Pay: 78332.0
Gender: Female, JobTitle:Data Scientist, Age: 33, Education: Masters, PerfEval: 5, Average Pay: 99069.0
Gender: Female, JobTitle:Data Scientist, Age: 34, Education: PhD, PerfEval: 3, Average Pay: 89556.0
Gender: Female, JobTitle:Data Scientist, Age: 36, Education: High School, PerfEval: 3, Average Pay: 83645.0
Gender: Female, JobTitle:Data Scientist, Age: 37, Education: College, PerfEval: 2, Average Pay: 105044.0
Gender: Female, JobTitle:Data Scientist, Age: 37, Education: Masters, PerfEval: 4, Average Pay: 106220.0
Gender: Female, JobTitle:Data Scientist, Age: 38, Education: Masters, PerfEval: 5, Average Pay: 137135.0
Gender: Female, JobTitle:Data Scientist, Age: 39, Education: Masters, PerfEval: 3, Average Pay: 98486.0
Gender: Female, JobTitle:Data Scientist, Age: 39, Education: PhD, PerfEval: 4, Average Pay: 99405.0
Gender: Female, JobTitle:Data Scientist, Age: 40, Education: Masters, PerfEval: 1, Average Pay: 105131.0
Gender: Female, JobTitle:Data Scientist, Age: 41, Education: PhD, PerfEval: 2, Average Pay: 104764.0
Gender: Female, JobTitle:Data Scientist, Age: 43, Education: PhD, PerfEval: 2, Average Pay: 111798.0
Gender: Female, JobTitle:Data Scientist, Age: 45, Education: Masters, PerfEval: 3, Average Pay: 136138.0
Gender: Female, JobTitle:Data Scientist, Age: 45, Education: PhD, PerfEval: 5, Average Pay: 123391.0
Gender: Female, JobTitle:Data Scientist, Age: 46, Education: College, PerfEval: 3, Average Pay: 113658.0
Gender: Female, JobTitle:Data Scientist, Age: 48, Education: College, PerfEval: 2, Average Pay: 85094.0
Gender: Female, JobTitle:Data Scientist, Age: 48, Education: Masters, PerfEval: 5, Average Pay: 107794.0
Gender: Female, JobTitle:Data Scientist, Age: 49, Education: College, PerfEval: 3, Average Pay: 133071.0
Gender: Female, JobTitle:Data Scientist, Age: 49, Education: College, PerfEval: 5, Average Pay: 79524.0
Gender: Female, JobTitle:Data Scientist, Age: 51, Education: PhD, PerfEval: 1, Average Pay: 144110.0
Gender: Female, JobTitle:Data Scientist, Age: 53, Education: Masters, PerfEval: 2, Average Pay: 89173.0
Gender: Female, JobTitle:Data Scientist, Age: 53, Education: Masters, PerfEval: 5, Average Pay: 142047.0
Gender: Female, JobTitle:Data Scientist, Age: 53, Education: PhD, PerfEval: 2, Average Pay: 107025.0
Gender: Female, JobTitle:Data Scientist, Age: 55, Education: Masters, PerfEval: 2, Average Pay: 143724.0
Gender: Female, JobTitle:Data Scientist, Age: 55, Education: Masters, PerfEval: 3, Average Pay: 128969.0
Gender: Female, JobTitle:Data Scientist, Age: 55, Education: PhD, PerfEval: 3, Average Pay: 113474.0
Gender: Female, JobTitle:Data Scientist, Age: 56, Education: College, PerfEval: 1, Average Pay: 129789.0
Gender: Female, JobTitle:Data Scientist, Age: 57, Education: High School, PerfEval: 4, Average Pay: 93964.0
Gender: Female, JobTitle:Data Scientist, Age: 57, Education: Masters, PerfEval: 3, Average Pay: 119460.0
Gender: Female, JobTitle:Data Scientist, Age: 57, Education: PhD, PerfEval: 1, Average Pay: 117887.0
Gender: Female, JobTitle:Data Scientist, Age: 57, Education: PhD, PerfEval: 4, Average Pay: 97265.0
Gender: Female, JobTitle:Data Scientist, Age: 58, Education: High School, PerfEval: 1, Average Pay: 144389.0
Gender: Female, JobTitle:Data Scientist, Age: 58, Education: PhD, PerfEval: 1, Average Pay: 126180.0
Gender: Female, JobTitle:Data Scientist, Age: 58, Education: PhD, PerfEval: 2, Average Pay: 113004.0
Gender: Female, JobTitle:Data Scientist, Age: 61, Education: Masters, PerfEval: 5, Average Pay: 104757.0
Gender: Female, JobTitle:Data Scientist, Age: 63, Education: High School, PerfEval: 2, Average Pay: 119980.0
Gender: Female, JobTitle:Data Scientist, Age: 64, Education: High School, PerfEval: 2, Average Pay: 91002.0
Gender: Female, JobTitle:Data Scientist, Age: 65, Education: PhD, PerfEval: 1, Average Pay: 124317.0
Gender: Female, JobTitle:Driver, Age: 18, Education: College, PerfEval: 5, Average Pay: 72883.0
Gender: Female, JobTitle:Driver, Age: 18, Education: Masters, PerfEval: 2, Average Pay: 78221.0
Gender: Female, JobTitle:Driver, Age: 18, Education: Masters, PerfEval: 4, Average Pay: 51237.0
Gender: Female, JobTitle:Driver, Age: 19, Education: College, PerfEval: 2, Average Pay: 84291.0
Gender: Female, JobTitle:Driver, Age: 19, Education: High School, PerfEval: 1, Average Pay: 81532.0
Gender: Female, JobTitle:Driver, Age: 20, Education: College, PerfEval: 1, Average Pay: 71830.0
Gender: Female, JobTitle:Driver, Age: 21, Education: College, PerfEval: 2, Average Pay: 99424.0
Gender: Female, JobTitle:Driver, Age: 21, Education: Masters, PerfEval: 4, Average Pay: 85757.0
Gender: Female, JobTitle:Driver, Age: 21, Education: PhD, PerfEval: 1, Average Pay: 95892.0
Gender: Female, JobTitle:Driver, Age: 22, Education: High School, PerfEval: 1, Average Pay: 64631.0
Gender: Female, JobTitle:Driver, Age: 24, Education: High School, PerfEval: 4, Average Pay: 101424.0
Gender: Female, JobTitle:Driver, Age: 28, Education: High School, PerfEval: 4, Average Pay: 71193.0
Gender: Female, JobTitle:Driver, Age: 31, Education: High School, PerfEval: 5, Average Pay: 71578.0
Gender: Female, JobTitle:Driver, Age: 31, Education: Masters, PerfEval: 3, Average Pay: 63685.0
Gender: Female, JobTitle:Driver, Age: 34, Education: High School, PerfEval: 2, Average Pay: 72872.0
Gender: Female, JobTitle:Driver, Age: 35, Education: College, PerfEval: 5, Average Pay: 81069.0
Gender: Female, JobTitle:Driver, Age: 36, Education: Masters, PerfEval: 1, Average Pay: 93179.0
Gender: Female, JobTitle:Driver, Age: 37, Education: Masters, PerfEval: 5, Average Pay: 73369.0
Gender: Female, JobTitle:Driver, Age: 38, Education: Masters, PerfEval: 3, Average Pay: 84305.0
Gender: Female, JobTitle:Driver, Age: 39, Education: PhD, PerfEval: 4, Average Pay: 83303.0
Gender: Female, JobTitle:Driver, Age: 41, Education: Masters, PerfEval: 5, Average Pay: 82118.0
Gender: Female, JobTitle:Driver, Age: 42, Education: Masters, PerfEval: 1, Average Pay: 125182.0
Gender: Female, JobTitle:Driver, Age: 42, Education: Masters, PerfEval: 4, Average Pay: 115762.0
Gender: Female, JobTitle:Driver, Age: 45, Education: College, PerfEval: 1, Average Pay: 70405.0
Gender: Female, JobTitle:Driver, Age: 45, Education: PhD, PerfEval: 3, Average Pay: 83942.0
Gender: Female, JobTitle:Driver, Age: 47, Education: Masters, PerfEval: 2, Average Pay: 83177.0
Gender: Female, JobTitle:Driver, Age: 50, Education: College, PerfEval: 3, Average Pay: 97023.0
Gender: Female, JobTitle:Driver, Age: 50, Education: High School, PerfEval: 3, Average Pay: 92417.0
Gender: Female, JobTitle:Driver, Age: 51, Education: College, PerfEval: 5, Average Pay: 80112.0
Gender: Female, JobTitle:Driver, Age: 51, Education: PhD, PerfEval: 1, Average Pay: 101325.0
Gender: Female, JobTitle:Driver, Age: 52, Education: College, PerfEval: 4, Average Pay: 85416.0
Gender: Female, JobTitle:Driver, Age: 52, Education: High School, PerfEval: 4, Average Pay: 85009.0
Gender: Female, JobTitle:Driver, Age: 54, Education: College, PerfEval: 4, Average Pay: 95026.0
Gender: Female, JobTitle:Driver, Age: 55, Education: High School, PerfEval: 2, Average Pay: 107737.0
Gender: Female, JobTitle:Driver, Age: 55, Education: PhD, PerfEval: 3, Average Pay: 105523.0
Gender: Female, JobTitle:Driver, Age: 56, Education: PhD, PerfEval: 4, Average Pay: 108578.0
Gender: Female, JobTitle:Driver, Age: 58, Education: High School, PerfEval: 4, Average Pay: 137966.0
Gender: Female, JobTitle:Driver, Age: 60, Education: PhD, PerfEval: 2, Average Pay: 117219.0
Gender: Female, JobTitle:Driver, Age: 61, Education: College, PerfEval: 2, Average Pay: 115824.5
Gender: Female, JobTitle:Driver, Age: 61, Education: PhD, PerfEval: 2, Average Pay: 111266.0
Gender: Female, JobTitle:Driver, Age: 61, Education: PhD, PerfEval: 5, Average Pay: 137604.0
Gender: Female, JobTitle:Driver, Age: 62, Education: PhD, PerfEval: 4, Average Pay: 95194.0
Gender: Female, JobTitle:Driver, Age: 63, Education: High School, PerfEval: 3, Average Pay: 108934.0
Gender: Female, JobTitle:Driver, Age: 63, Education: Masters, PerfEval: 1, Average Pay: 118642.0
Gender: Female, JobTitle:Driver, Age: 65, Education: PhD, PerfEval: 1, Average Pay: 128177.0
Gender: Female, JobTitle:Financial Analyst, Age: 18, Education: High School, PerfEval: 2, Average Pay: 73443.0
Gender: Female, JobTitle:Financial Analyst, Age: 19, Education: College, PerfEval: 5, Average Pay: 92997.0
Gender: Female, JobTitle:Financial Analyst, Age: 20, Education: College, PerfEval: 1, Average Pay: 81664.0
Gender: Female, JobTitle:Financial Analyst, Age: 20, Education: High School, PerfEval: 3, Average Pay: 69376.0
Gender: Female, JobTitle:Financial Analyst, Age: 21, Education: Masters, PerfEval: 4, Average Pay: 100625.0
Gender: Female, JobTitle:Financial Analyst, Age: 23, Education: College, PerfEval: 2, Average Pay: 108395.0
Gender: Female, JobTitle:Financial Analyst, Age: 23, Education: High School, PerfEval: 1, Average Pay: 83682.0
Gender: Female, JobTitle:Financial Analyst, Age: 23, Education: PhD, PerfEval: 5, Average Pay: 99190.0
Gender: Female, JobTitle:Financial Analyst, Age: 24, Education: High School, PerfEval: 1, Average Pay: 85511.0
Gender: Female, JobTitle:Financial Analyst, Age: 26, Education: College, PerfEval: 3, Average Pay: 55174.0
Gender: Female, JobTitle:Financial Analyst, Age: 27, Education: High School, PerfEval: 4, Average Pay: 95119.0
Gender: Female, JobTitle:Financial Analyst, Age: 29, Education: Masters, PerfEval: 4, Average Pay: 96506.0
Gender: Female, JobTitle:Financial Analyst, Age: 30, Education: High School, PerfEval: 4, Average Pay: 47661.0
Gender: Female, JobTitle:Financial Analyst, Age: 30, Education: High School, PerfEval: 5, Average Pay: 119421.0
Gender: Female, JobTitle:Financial Analyst, Age: 30, Education: Masters, PerfEval: 4, Average Pay: 123255.0
Gender: Female, JobTitle:Financial Analyst, Age: 32, Education: High School, PerfEval: 1, Average Pay: 88730.0
Gender: Female, JobTitle:Financial Analyst, Age: 33, Education: PhD, PerfEval: 2, Average Pay: 56144.0
Gender: Female, JobTitle:Financial Analyst, Age: 35, Education: Masters, PerfEval: 4, Average Pay: 75211.0
Gender: Female, JobTitle:Financial Analyst, Age: 36, Education: College, PerfEval: 3, Average Pay: 71927.0
Gender: Female, JobTitle:Financial Analyst, Age: 36, Education: High School, PerfEval: 4, Average Pay: 128331.0
Gender: Female, JobTitle:Financial Analyst, Age: 36, Education: Masters, PerfEval: 5, Average Pay: 101131.0
Gender: Female, JobTitle:Financial Analyst, Age: 39, Education: College, PerfEval: 5, Average Pay: 84051.0
Gender: Female, JobTitle:Financial Analyst, Age: 41, Education: PhD, PerfEval: 2, Average Pay: 95954.0
Gender: Female, JobTitle:Financial Analyst, Age: 42, Education: College, PerfEval: 5, Average Pay: 122402.0
Gender: Female, JobTitle:Financial Analyst, Age: 43, Education: College, PerfEval: 3, Average Pay: 122501.0
Gender: Female, JobTitle:Financial Analyst, Age: 43, Education: High School, PerfEval: 5, Average Pay: 122269.0
Gender: Female, JobTitle:Financial Analyst, Age: 43, Education: PhD, PerfEval: 5, Average Pay: 125923.0
Gender: Female, JobTitle:Financial Analyst, Age: 45, Education: Masters, PerfEval: 2, Average Pay: 127577.0
Gender: Female, JobTitle:Financial Analyst, Age: 46, Education: College, PerfEval: 4, Average Pay: 124502.0
Gender: Female, JobTitle:Financial Analyst, Age: 47, Education: College, PerfEval: 1, Average Pay: 66955.0
Gender: Female, JobTitle:Financial Analyst, Age: 47, Education: High School, PerfEval: 5, Average Pay: 155151.0
Gender: Female, JobTitle:Financial Analyst, Age: 48, Education: College, PerfEval: 1, Average Pay: 120818.0
Gender: Female, JobTitle:Financial Analyst, Age: 48, Education: Masters, PerfEval: 4, Average Pay: 136686.0
Gender: Female, JobTitle:Financial Analyst, Age: 49, Education: College, PerfEval: 2, Average Pay: 96469.0
Gender: Female, JobTitle:Financial Analyst, Age: 49, Education: Masters, PerfEval: 4, Average Pay: 133770.0
Gender: Female, JobTitle:Financial Analyst, Age: 49, Education: PhD, PerfEval: 1, Average Pay: 70167.0
Gender: Female, JobTitle:Financial Analyst, Age: 50, Education: PhD, PerfEval: 3, Average Pay: 99917.0
Gender: Female, JobTitle:Financial Analyst, Age: 52, Education: High School, PerfEval: 5, Average Pay: 107239.0
Gender: Female, JobTitle:Financial Analyst, Age: 53, Education: High School, PerfEval: 3, Average Pay: 98725.0
Gender: Female, JobTitle:Financial Analyst, Age: 54, Education: College, PerfEval: 2, Average Pay: 117939.0
Gender: Female, JobTitle:Financial Analyst, Age: 54, Education: Masters, PerfEval: 1, Average Pay: 93962.0
Gender: Female, JobTitle:Financial Analyst, Age: 58, Education: PhD, PerfEval: 3, Average Pay: 103060.0
Gender: Female, JobTitle:Financial Analyst, Age: 61, Education: Masters, PerfEval: 1, Average Pay: 142024.0
Gender: Female, JobTitle:Financial Analyst, Age: 62, Education: High School, PerfEval: 1, Average Pay: 103766.0
Gender: Female, JobTitle:Financial Analyst, Age: 63, Education: College, PerfEval: 3, Average Pay: 101518.0
Gender: Female, JobTitle:Financial Analyst, Age: 63, Education: Masters, PerfEval: 4, Average Pay: 103036.0
Gender: Female, JobTitle:Financial Analyst, Age: 63, Education: PhD, PerfEval: 3, Average Pay: 135437.0
Gender: Female, JobTitle:Financial Analyst, Age: 65, Education: High School, PerfEval: 1, Average Pay: 99310.0
Gender: Female, JobTitle:Graphic Designer, Age: 18, Education: College, PerfEval: 2, Average Pay: 47695.0
Gender: Female, JobTitle:Graphic Designer, Age: 18, Education: College, PerfEval: 5, Average Pay: 52301.0
Gender: Female, JobTitle:Graphic Designer, Age: 18, Education: PhD, PerfEval: 4, Average Pay: 87205.0
Gender: Female, JobTitle:Graphic Designer, Age: 20, Education: College, PerfEval: 5, Average Pay: 78126.0
Gender: Female, JobTitle:Graphic Designer, Age: 20, Education: Masters, PerfEval: 1, Average Pay: 60805.0
Gender: Female, JobTitle:Graphic Designer, Age: 22, Education: College, PerfEval: 3, Average Pay: 64504.0
Gender: Female, JobTitle:Graphic Designer, Age: 22, Education: Masters, PerfEval: 2, Average Pay: 113602.0
Gender: Female, JobTitle:Graphic Designer, Age: 22, Education: Masters, PerfEval: 4, Average Pay: 105174.0
Gender: Female, JobTitle:Graphic Designer, Age: 26, Education: College, PerfEval: 5, Average Pay: 81197.0
Gender: Female, JobTitle:Graphic Designer, Age: 26, Education: Masters, PerfEval: 2, Average Pay: 107253.0
Gender: Female, JobTitle:Graphic Designer, Age: 26, Education: PhD, PerfEval: 5, Average Pay: 84513.0
Gender: Female, JobTitle:Graphic Designer, Age: 27, Education: PhD, PerfEval: 4, Average Pay: 74590.0
Gender: Female, JobTitle:Graphic Designer, Age: 31, Education: College, PerfEval: 4, Average Pay: 90201.0
Gender: Female, JobTitle:Graphic Designer, Age: 33, Education: High School, PerfEval: 1, Average Pay: 67435.0
Gender: Female, JobTitle:Graphic Designer, Age: 33, Education: High School, PerfEval: 5, Average Pay: 122812.0
Gender: Female, JobTitle:Graphic Designer, Age: 34, Education: College, PerfEval: 1, Average Pay: 105294.0
Gender: Female, JobTitle:Graphic Designer, Age: 34, Education: PhD, PerfEval: 1, Average Pay: 81177.0
Gender: Female, JobTitle:Graphic Designer, Age: 35, Education: High School, PerfEval: 2, Average Pay: 105001.0
Gender: Female, JobTitle:Graphic Designer, Age: 37, Education: College, PerfEval: 4, Average Pay: 98933.0
Gender: Female, JobTitle:Graphic Designer, Age: 37, Education: Masters, PerfEval: 2, Average Pay: 109559.0
Gender: Female, JobTitle:Graphic Designer, Age: 38, Education: High School, PerfEval: 1, Average Pay: 114768.0
Gender: Female, JobTitle:Graphic Designer, Age: 39, Education: PhD, PerfEval: 4, Average Pay: 128384.0
Gender: Female, JobTitle:Graphic Designer, Age: 40, Education: College, PerfEval: 3, Average Pay: 62461.0
Gender: Female, JobTitle:Graphic Designer, Age: 43, Education: PhD, PerfEval: 1, Average Pay: 84957.0
Gender: Female, JobTitle:Graphic Designer, Age: 44, Education: College, PerfEval: 1, Average Pay: 94004.0
Gender: Female, JobTitle:Graphic Designer, Age: 44, Education: High School, PerfEval: 4, Average Pay: 107929.0
Gender: Female, JobTitle:Graphic Designer, Age: 44, Education: Masters, PerfEval: 1, Average Pay: 75882.0
Gender: Female, JobTitle:Graphic Designer, Age: 45, Education: High School, PerfEval: 1, Average Pay: 80593.0
Gender: Female, JobTitle:Graphic Designer, Age: 47, Education: High School, PerfEval: 1, Average Pay: 113524.0
Gender: Female, JobTitle:Graphic Designer, Age: 48, Education: College, PerfEval: 4, Average Pay: 110926.0
Gender: Female, JobTitle:Graphic Designer, Age: 48, Education: High School, PerfEval: 1, Average Pay: 117311.0
Gender: Female, JobTitle:Graphic Designer, Age: 49, Education: High School, PerfEval: 1, Average Pay: 99929.0
Gender: Female, JobTitle:Graphic Designer, Age: 49, Education: PhD, PerfEval: 3, Average Pay: 127902.0
Gender: Female, JobTitle:Graphic Designer, Age: 49, Education: PhD, PerfEval: 4, Average Pay: 102584.0
Gender: Female, JobTitle:Graphic Designer, Age: 50, Education: Masters, PerfEval: 3, Average Pay: 81276.0
Gender: Female, JobTitle:Graphic Designer, Age: 51, Education: College, PerfEval: 5, Average Pay: 116843.0
Gender: Female, JobTitle:Graphic Designer, Age: 52, Education: College, PerfEval: 5, Average Pay: 73596.0
Gender: Female, JobTitle:Graphic Designer, Age: 55, Education: College, PerfEval: 2, Average Pay: 115915.0
Gender: Female, JobTitle:Graphic Designer, Age: 55, Education: College, PerfEval: 3, Average Pay: 125307.0
Gender: Female, JobTitle:Graphic Designer, Age: 57, Education: Masters, PerfEval: 2, Average Pay: 138666.0
Gender: Female, JobTitle:Graphic Designer, Age: 58, Education: PhD, PerfEval: 4, Average Pay: 116596.0
Gender: Female, JobTitle:Graphic Designer, Age: 59, Education: College, PerfEval: 2, Average Pay: 120171.0
Gender: Female, JobTitle:Graphic Designer, Age: 59, Education: PhD, PerfEval: 4, Average Pay: 133783.0
Gender: Female, JobTitle:Graphic Designer, Age: 61, Education: Masters, PerfEval: 1, Average Pay: 94348.0
Gender: Female, JobTitle:Graphic Designer, Age: 63, Education: College, PerfEval: 1, Average Pay: 84963.0
Gender: Female, JobTitle:Graphic Designer, Age: 63, Education: College, PerfEval: 2, Average Pay: 110738.0
Gender: Female, JobTitle:Graphic Designer, Age: 63, Education: College, PerfEval: 3, Average Pay: 134166.0
Gender: Female, JobTitle:Graphic Designer, Age: 65, Education: High School, PerfEval: 5, Average Pay: 138001.0
Gender: Female, JobTitle:IT, Age: 18, Education: Masters, PerfEval: 2, Average Pay: 50637.0
Gender: Female, JobTitle:IT, Age: 20, Education: PhD, PerfEval: 5, Average Pay: 81016.0
Gender: Female, JobTitle:IT, Age: 22, Education: High School, PerfEval: 5, Average Pay: 112335.0
Gender: Female, JobTitle:IT, Age: 22, Education: Masters, PerfEval: 4, Average Pay: 46223.0
Gender: Female, JobTitle:IT, Age: 26, Education: College, PerfEval: 2, Average Pay: 86972.0
Gender: Female, JobTitle:IT, Age: 26, Education: College, PerfEval: 5, Average Pay: 63410.0
Gender: Female, JobTitle:IT, Age: 26, Education: PhD, PerfEval: 1, Average Pay: 117115.0
Gender: Female, JobTitle:IT, Age: 27, Education: Masters, PerfEval: 1, Average Pay: 60009.0
Gender: Female, JobTitle:IT, Age: 28, Education: High School, PerfEval: 1, Average Pay: 45447.0
Gender: Female, JobTitle:IT, Age: 28, Education: PhD, PerfEval: 1, Average Pay: 110978.0
Gender: Female, JobTitle:IT, Age: 29, Education: Masters, PerfEval: 4, Average Pay: 80651.0
Gender: Female, JobTitle:IT, Age: 30, Education: Masters, PerfEval: 4, Average Pay: 89182.0
Gender: Female, JobTitle:IT, Age: 32, Education: High School, PerfEval: 2, Average Pay: 64613.0
Gender: Female, JobTitle:IT, Age: 33, Education: College, PerfEval: 5, Average Pay: 94047.0
Gender: Female, JobTitle:IT, Age: 34, Education: College, PerfEval: 5, Average Pay: 62490.0
Gender: Female, JobTitle:IT, Age: 36, Education: PhD, PerfEval: 3, Average Pay: 82229.0
Gender: Female, JobTitle:IT, Age: 37, Education: High School, PerfEval: 3, Average Pay: 62570.0
Gender: Female, JobTitle:IT, Age: 38, Education: College, PerfEval: 5, Average Pay: 122896.0
Gender: Female, JobTitle:IT, Age: 38, Education: High School, PerfEval: 4, Average Pay: 82935.0
Gender: Female, JobTitle:IT, Age: 41, Education: High School, PerfEval: 5, Average Pay: 108635.0
Gender: Female, JobTitle:IT, Age: 42, Education: College, PerfEval: 5, Average Pay: 92449.0
Gender: Female, JobTitle:IT, Age: 42, Education: High School, PerfEval: 3, Average Pay: 76173.0
Gender: Female, JobTitle:IT, Age: 43, Education: Masters, PerfEval: 3, Average Pay: 101406.0
Gender: Female, JobTitle:IT, Age: 43, Education: PhD, PerfEval: 5, Average Pay: 136681.0
Gender: Female, JobTitle:IT, Age: 44, Education: High School, PerfEval: 1, Average Pay: 134495.0
Gender: Female, JobTitle:IT, Age: 44, Education: PhD, PerfEval: 2, Average Pay: 137946.0
Gender: Female, JobTitle:IT, Age: 45, Education: College, PerfEval: 4, Average Pay: 78250.0
Gender: Female, JobTitle:IT, Age: 45, Education: PhD, PerfEval: 2, Average Pay: 118687.0
Gender: Female, JobTitle:IT, Age: 46, Education: High School, PerfEval: 4, Average Pay: 105633.0
Gender: Female, JobTitle:IT, Age: 46, Education: PhD, PerfEval: 5, Average Pay: 110554.0
Gender: Female, JobTitle:IT, Age: 47, Education: PhD, PerfEval: 1, Average Pay: 103415.0
Gender: Female, JobTitle:IT, Age: 47, Education: PhD, PerfEval: 2, Average Pay: 108952.0
Gender: Female, JobTitle:IT, Age: 48, Education: High School, PerfEval: 3, Average Pay: 67418.0
Gender: Female, JobTitle:IT, Age: 48, Education: PhD, PerfEval: 5, Average Pay: 97009.0
Gender: Female, JobTitle:IT, Age: 49, Education: College, PerfEval: 4, Average Pay: 81331.0
Gender: Female, JobTitle:IT, Age: 49, Education: College, PerfEval: 5, Average Pay: 117163.0
Gender: Female, JobTitle:IT, Age: 53, Education: High School, PerfEval: 1, Average Pay: 114932.0
Gender: Female, JobTitle:IT, Age: 54, Education: High School, PerfEval: 1, Average Pay: 116490.0
Gender: Female, JobTitle:IT, Age: 54, Education: Masters, PerfEval: 2, Average Pay: 101732.0
Gender: Female, JobTitle:IT, Age: 56, Education: Masters, PerfEval: 3, Average Pay: 107874.0
Gender: Female, JobTitle:IT, Age: 57, Education: High School, PerfEval: 2, Average Pay: 68694.0
Gender: Female, JobTitle:IT, Age: 58, Education: High School, PerfEval: 2, Average Pay: 127947.0
Gender: Female, JobTitle:IT, Age: 59, Education: College, PerfEval: 1, Average Pay: 112668.0
Gender: Female, JobTitle:IT, Age: 59, Education: PhD, PerfEval: 1, Average Pay: 96165.0
Gender: Female, JobTitle:IT, Age: 60, Education: Masters, PerfEval: 3, Average Pay: 109125.0
Gender: Female, JobTitle:IT, Age: 62, Education: College, PerfEval: 3, Average Pay: 132402.0
Gender: Female, JobTitle:IT, Age: 62, Education: College, PerfEval: 4, Average Pay: 111885.5
Gender: Female, JobTitle:IT, Age: 65, Education: Masters, PerfEval: 1, Average Pay: 108986.0
Gender: Female, JobTitle:IT, Age: 65, Education: Masters, PerfEval: 5, Average Pay: 129159.0
Gender: Female, JobTitle:Manager, Age: 24, Education: PhD, PerfEval: 3, Average Pay: 112658.0
Gender: Female, JobTitle:Manager, Age: 25, Education: Masters, PerfEval: 1, Average Pay: 125414.0
Gender: Female, JobTitle:Manager, Age: 28, Education: High School, PerfEval: 1, Average Pay: 109291.0
Gender: Female, JobTitle:Manager, Age: 32, Education: PhD, PerfEval: 2, Average Pay: 121261.0
Gender: Female, JobTitle:Manager, Age: 32, Education: PhD, PerfEval: 5, Average Pay: 107462.0
Gender: Female, JobTitle:Manager, Age: 34, Education: Masters, PerfEval: 3, Average Pay: 113817.0
Gender: Female, JobTitle:Manager, Age: 41, Education: PhD, PerfEval: 3, Average Pay: 119821.0
Gender: Female, JobTitle:Manager, Age: 42, Education: High School, PerfEval: 1, Average Pay: 123614.0
Gender: Female, JobTitle:Manager, Age: 45, Education: High School, PerfEval: 1, Average Pay: 155013.0
Gender: Female, JobTitle:Manager, Age: 45, Education: High School, PerfEval: 2, Average Pay: 150486.0
Gender: Female, JobTitle:Manager, Age: 47, Education: High School, PerfEval: 1, Average Pay: 110875.0
Gender: Female, JobTitle:Manager, Age: 53, Education: High School, PerfEval: 4, Average Pay: 137199.0
Gender: Female, JobTitle:Manager, Age: 55, Education: High School, PerfEval: 1, Average Pay: 138462.0
Gender: Female, JobTitle:Manager, Age: 57, Education: Masters, PerfEval: 1, Average Pay: 148984.0
Gender: Female, JobTitle:Manager, Age: 59, Education: High School, PerfEval: 2, Average Pay: 139818.0
Gender: Female, JobTitle:Manager, Age: 60, Education: PhD, PerfEval: 4, Average Pay: 168968.0
Gender: Female, JobTitle:Manager, Age: 62, Education: Masters, PerfEval: 4, Average Pay: 157627.0
Gender: Female, JobTitle:Marketing Associate, Age: 18, Education: High School, PerfEval: 3, Average Pay: 40828.0
Gender: Female, JobTitle:Marketing Associate, Age: 18, Education: Masters, PerfEval: 2, Average Pay: 81790.0
Gender: Female, JobTitle:Marketing Associate, Age: 20, Education: College, PerfEval: 2, Average Pay: 44692.0
Gender: Female, JobTitle:Marketing Associate, Age: 20, Education: College, PerfEval: 4, Average Pay: 77863.0
Gender: Female, JobTitle:Marketing Associate, Age: 20, Education: Masters, PerfEval: 5, Average Pay: 85765.0
Gender: Female, JobTitle:Marketing Associate, Age: 20, Education: PhD, PerfEval: 3, Average Pay: 68343.0
Gender: Female, JobTitle:Marketing Associate, Age: 22, Education: PhD, PerfEval: 4, Average Pay: 44638.0
Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: College, PerfEval: 1, Average Pay: 59680.0
Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: High School, PerfEval: 1, Average Pay: 52568.0
Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: Masters, PerfEval: 4, Average Pay: 67847.0
Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: PhD, PerfEval: 3, Average Pay: 69009.0
Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: PhD, PerfEval: 5, Average Pay: 55695.0
Gender: Female, JobTitle:Marketing Associate, Age: 24, Education: High School, PerfEval: 3, Average Pay: 55918.0
Gender: Female, JobTitle:Marketing Associate, Age: 24, Education: Masters, PerfEval: 3, Average Pay: 89752.0
Gender: Female, JobTitle:Marketing Associate, Age: 24, Education: PhD, PerfEval: 3, Average Pay: 64926.0
Gender: Female, JobTitle:Marketing Associate, Age: 25, Education: High School, PerfEval: 1, Average Pay: 44722.0
Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: College, PerfEval: 2, Average Pay: 67980.0
Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: College, PerfEval: 4, Average Pay: 72592.0
Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: High School, PerfEval: 1, Average Pay: 40958.0
Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: High School, PerfEval: 2, Average Pay: 64148.0
Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: PhD, PerfEval: 5, Average Pay: 89539.0
Gender: Female, JobTitle:Marketing Associate, Age: 27, Education: High School, PerfEval: 4, Average Pay: 86753.0
Gender: Female, JobTitle:Marketing Associate, Age: 27, Education: High School, PerfEval: 5, Average Pay: 53192.0
Gender: Female, JobTitle:Marketing Associate, Age: 27, Education: PhD, PerfEval: 5, Average Pay: 83691.0
Gender: Female, JobTitle:Marketing Associate, Age: 28, Education: Masters, PerfEval: 1, Average Pay: 78124.0
Gender: Female, JobTitle:Marketing Associate, Age: 29, Education: Masters, PerfEval: 4, Average Pay: 98640.0
Gender: Female, JobTitle:Marketing Associate, Age: 30, Education: Masters, PerfEval: 3, Average Pay: 44013.0
Gender: Female, JobTitle:Marketing Associate, Age: 31, Education: High School, PerfEval: 1, Average Pay: 58116.0
Gender: Female, JobTitle:Marketing Associate, Age: 32, Education: College, PerfEval: 2, Average Pay: 78442.0
Gender: Female, JobTitle:Marketing Associate, Age: 33, Education: High School, PerfEval: 1, Average Pay: 86094.0
Gender: Female, JobTitle:Marketing Associate, Age: 33, Education: High School, PerfEval: 5, Average Pay: 56703.0
Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: College, PerfEval: 1, Average Pay: 43358.0
Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: College, PerfEval: 4, Average Pay: 56801.0
Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: High School, PerfEval: 3, Average Pay: 86903.0
Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: High School, PerfEval: 5, Average Pay: 105154.0
Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: Masters, PerfEval: 5, Average Pay: 60461.0
Gender: Female, JobTitle:Marketing Associate, Age: 35, Education: Masters, PerfEval: 4, Average Pay: 66123.0
Gender: Female, JobTitle:Marketing Associate, Age: 35, Education: PhD, PerfEval: 5, Average Pay: 106940.0
Gender: Female, JobTitle:Marketing Associate, Age: 36, Education: High School, PerfEval: 4, Average Pay: 99340.0
Gender: Female, JobTitle:Marketing Associate, Age: 36, Education: Masters, PerfEval: 3, Average Pay: 82495.0
Gender: Female, JobTitle:Marketing Associate, Age: 36, Education: PhD, PerfEval: 3, Average Pay: 90080.0
Gender: Female, JobTitle:Marketing Associate, Age: 37, Education: PhD, PerfEval: 4, Average Pay: 93603.0
Gender: Female, JobTitle:Marketing Associate, Age: 38, Education: High School, PerfEval: 2, Average Pay: 77536.0
Gender: Female, JobTitle:Marketing Associate, Age: 38, Education: PhD, PerfEval: 1, Average Pay: 69019.5
Gender: Female, JobTitle:Marketing Associate, Age: 39, Education: College, PerfEval: 5, Average Pay: 112552.0
Gender: Female, JobTitle:Marketing Associate, Age: 40, Education: Masters, PerfEval: 1, Average Pay: 104286.0
Gender: Female, JobTitle:Marketing Associate, Age: 40, Education: Masters, PerfEval: 5, Average Pay: 70096.0
Gender: Female, JobTitle:Marketing Associate, Age: 41, Education: College, PerfEval: 4, Average Pay: 82769.0
Gender: Female, JobTitle:Marketing Associate, Age: 41, Education: High School, PerfEval: 3, Average Pay: 44030.0
Gender: Female, JobTitle:Marketing Associate, Age: 41, Education: PhD, PerfEval: 1, Average Pay: 112862.0
Gender: Female, JobTitle:Marketing Associate, Age: 42, Education: College, PerfEval: 2, Average Pay: 93033.0
Gender: Female, JobTitle:Marketing Associate, Age: 44, Education: High School, PerfEval: 1, Average Pay: 94980.0
Gender: Female, JobTitle:Marketing Associate, Age: 44, Education: High School, PerfEval: 5, Average Pay: 65008.0
Gender: Female, JobTitle:Marketing Associate, Age: 44, Education: PhD, PerfEval: 2, Average Pay: 72440.0
Gender: Female, JobTitle:Marketing Associate, Age: 45, Education: College, PerfEval: 3, Average Pay: 91843.0
Gender: Female, JobTitle:Marketing Associate, Age: 45, Education: High School, PerfEval: 2, Average Pay: 64882.0
Gender: Female, JobTitle:Marketing Associate, Age: 45, Education: Masters, PerfEval: 3, Average Pay: 81431.0
Gender: Female, JobTitle:Marketing Associate, Age: 46, Education: College, PerfEval: 1, Average Pay: 57936.0
Gender: Female, JobTitle:Marketing Associate, Age: 46, Education: College, PerfEval: 3, Average Pay: 92055.0
Gender: Female, JobTitle:Marketing Associate, Age: 46, Education: PhD, PerfEval: 4, Average Pay: 76374.0
Gender: Female, JobTitle:Marketing Associate, Age: 48, Education: College, PerfEval: 1, Average Pay: 90978.0
Gender: Female, JobTitle:Marketing Associate, Age: 48, Education: High School, PerfEval: 2, Average Pay: 90750.0
Gender: Female, JobTitle:Marketing Associate, Age: 49, Education: College, PerfEval: 4, Average Pay: 109841.0
Gender: Female, JobTitle:Marketing Associate, Age: 49, Education: High School, PerfEval: 5, Average Pay: 104592.0
Gender: Female, JobTitle:Marketing Associate, Age: 49, Education: Masters, PerfEval: 4, Average Pay: 83468.0
Gender: Female, JobTitle:Marketing Associate, Age: 49, Education: PhD, PerfEval: 4, Average Pay: 111910.0
Gender: Female, JobTitle:Marketing Associate, Age: 50, Education: High School, PerfEval: 5, Average Pay: 77840.0
Gender: Female, JobTitle:Marketing Associate, Age: 50, Education: Masters, PerfEval: 3, Average Pay: 99849.0
Gender: Female, JobTitle:Marketing Associate, Age: 50, Education: PhD, PerfEval: 5, Average Pay: 89835.0
Gender: Female, JobTitle:Marketing Associate, Age: 51, Education: High School, PerfEval: 2, Average Pay: 83690.0
Gender: Female, JobTitle:Marketing Associate, Age: 52, Education: High School, PerfEval: 3, Average Pay: 100431.0
Gender: Female, JobTitle:Marketing Associate, Age: 52, Education: PhD, PerfEval: 1, Average Pay: 101584.0
Gender: Female, JobTitle:Marketing Associate, Age: 53, Education: College, PerfEval: 5, Average Pay: 73373.0
Gender: Female, JobTitle:Marketing Associate, Age: 53, Education: Masters, PerfEval: 1, Average Pay: 93249.5
Gender: Female, JobTitle:Marketing Associate, Age: 54, Education: PhD, PerfEval: 3, Average Pay: 119967.0
Gender: Female, JobTitle:Marketing Associate, Age: 55, Education: College, PerfEval: 2, Average Pay: 74739.0
Gender: Female, JobTitle:Marketing Associate, Age: 55, Education: High School, PerfEval: 3, Average Pay: 67393.0
Gender: Female, JobTitle:Marketing Associate, Age: 55, Education: High School, PerfEval: 4, Average Pay: 77599.0
Gender: Female, JobTitle:Marketing Associate, Age: 55, Education: Masters, PerfEval: 4, Average Pay: 78479.0
Gender: Female, JobTitle:Marketing Associate, Age: 56, Education: High School, PerfEval: 2, Average Pay: 98015.25
Gender: Female, JobTitle:Marketing Associate, Age: 56, Education: Masters, PerfEval: 2, Average Pay: 103985.0
Gender: Female, JobTitle:Marketing Associate, Age: 57, Education: College, PerfEval: 4, Average Pay: 86667.0
Gender: Female, JobTitle:Marketing Associate, Age: 58, Education: High School, PerfEval: 2, Average Pay: 64198.0
Gender: Female, JobTitle:Marketing Associate, Age: 58, Education: Masters, PerfEval: 3, Average Pay: 115809.0
Gender: Female, JobTitle:Marketing Associate, Age: 59, Education: College, PerfEval: 1, Average Pay: 65394.0
Gender: Female, JobTitle:Marketing Associate, Age: 59, Education: High School, PerfEval: 1, Average Pay: 101838.0
Gender: Female, JobTitle:Marketing Associate, Age: 59, Education: Masters, PerfEval: 1, Average Pay: 95748.0
Gender: Female, JobTitle:Marketing Associate, Age: 60, Education: College, PerfEval: 1, Average Pay: 119672.0
Gender: Female, JobTitle:Marketing Associate, Age: 61, Education: High School, PerfEval: 1, Average Pay: 65914.0
Gender: Female, JobTitle:Marketing Associate, Age: 62, Education: College, PerfEval: 4, Average Pay: 82108.0
Gender: Female, JobTitle:Marketing Associate, Age: 62, Education: Masters, PerfEval: 3, Average Pay: 83172.0
Gender: Female, JobTitle:Marketing Associate, Age: 62, Education: PhD, PerfEval: 3, Average Pay: 128695.0
Gender: Female, JobTitle:Marketing Associate, Age: 64, Education: College, PerfEval: 1, Average Pay: 110679.0
Gender: Female, JobTitle:Marketing Associate, Age: 64, Education: College, PerfEval: 4, Average Pay: 106326.0
Gender: Female, JobTitle:Marketing Associate, Age: 64, Education: PhD, PerfEval: 1, Average Pay: 88030.0
Gender: Female, JobTitle:Marketing Associate, Age: 64, Education: PhD, PerfEval: 5, Average Pay: 119641.0
Gender: Female, JobTitle:Marketing Associate, Age: 65, Education: High School, PerfEval: 3, Average Pay: 103985.0
Gender: Female, JobTitle:Marketing Associate, Age: 65, Education: Masters, PerfEval: 1, Average Pay: 82673.0
Gender: Female, JobTitle:Marketing Associate, Age: 65, Education: Masters, PerfEval: 3, Average Pay: 111933.0
Gender: Female, JobTitle:Sales Associate, Age: 18, Education: Masters, PerfEval: 1, Average Pay: 69887.0
Gender: Female, JobTitle:Sales Associate, Age: 19, Education: College, PerfEval: 1, Average Pay: 95446.0
Gender: Female, JobTitle:Sales Associate, Age: 21, Education: College, PerfEval: 2, Average Pay: 92511.0
Gender: Female, JobTitle:Sales Associate, Age: 24, Education: High School, PerfEval: 1, Average Pay: 71901.0
Gender: Female, JobTitle:Sales Associate, Age: 24, Education: Masters, PerfEval: 2, Average Pay: 83422.0
Gender: Female, JobTitle:Sales Associate, Age: 27, Education: College, PerfEval: 2, Average Pay: 72180.0
Gender: Female, JobTitle:Sales Associate, Age: 28, Education: PhD, PerfEval: 3, Average Pay: 96981.0
Gender: Female, JobTitle:Sales Associate, Age: 29, Education: High School, PerfEval: 3, Average Pay: 72131.0
Gender: Female, JobTitle:Sales Associate, Age: 29, Education: PhD, PerfEval: 3, Average Pay: 63240.0
Gender: Female, JobTitle:Sales Associate, Age: 30, Education: High School, PerfEval: 3, Average Pay: 98562.0
Gender: Female, JobTitle:Sales Associate, Age: 31, Education: College, PerfEval: 5, Average Pay: 62149.0
Gender: Female, JobTitle:Sales Associate, Age: 31, Education: High School, PerfEval: 3, Average Pay: 84364.0
Gender: Female, JobTitle:Sales Associate, Age: 32, Education: PhD, PerfEval: 2, Average Pay: 94061.0
Gender: Female, JobTitle:Sales Associate, Age: 33, Education: College, PerfEval: 2, Average Pay: 93848.0
Gender: Female, JobTitle:Sales Associate, Age: 33, Education: High School, PerfEval: 5, Average Pay: 91875.0
Gender: Female, JobTitle:Sales Associate, Age: 34, Education: High School, PerfEval: 1, Average Pay: 109048.0
Gender: Female, JobTitle:Sales Associate, Age: 34, Education: High School, PerfEval: 3, Average Pay: 115779.0
Gender: Female, JobTitle:Sales Associate, Age: 35, Education: College, PerfEval: 2, Average Pay: 93487.0
Gender: Female, JobTitle:Sales Associate, Age: 35, Education: College, PerfEval: 5, Average Pay: 116465.0
Gender: Female, JobTitle:Sales Associate, Age: 35, Education: PhD, PerfEval: 4, Average Pay: 92049.0
Gender: Female, JobTitle:Sales Associate, Age: 40, Education: Masters, PerfEval: 4, Average Pay: 101827.0
Gender: Female, JobTitle:Sales Associate, Age: 41, Education: College, PerfEval: 2, Average Pay: 66005.0
Gender: Female, JobTitle:Sales Associate, Age: 44, Education: High School, PerfEval: 2, Average Pay: 87049.0
Gender: Female, JobTitle:Sales Associate, Age: 46, Education: Masters, PerfEval: 2, Average Pay: 88379.0
Gender: Female, JobTitle:Sales Associate, Age: 47, Education: College, PerfEval: 3, Average Pay: 101415.0
Gender: Female, JobTitle:Sales Associate, Age: 47, Education: PhD, PerfEval: 1, Average Pay: 121263.0
Gender: Female, JobTitle:Sales Associate, Age: 50, Education: Masters, PerfEval: 1, Average Pay: 110171.0
Gender: Female, JobTitle:Sales Associate, Age: 51, Education: Masters, PerfEval: 5, Average Pay: 81204.0
Gender: Female, JobTitle:Sales Associate, Age: 52, Education: High School, PerfEval: 1, Average Pay: 98118.0
Gender: Female, JobTitle:Sales Associate, Age: 52, Education: Masters, PerfEval: 5, Average Pay: 91336.0
Gender: Female, JobTitle:Sales Associate, Age: 53, Education: Masters, PerfEval: 4, Average Pay: 137001.0
Gender: Female, JobTitle:Sales Associate, Age: 57, Education: High School, PerfEval: 2, Average Pay: 122270.0
Gender: Female, JobTitle:Sales Associate, Age: 57, Education: Masters, PerfEval: 1, Average Pay: 105064.0
Gender: Female, JobTitle:Sales Associate, Age: 57, Education: Masters, PerfEval: 5, Average Pay: 107301.0
Gender: Female, JobTitle:Sales Associate, Age: 58, Education: College, PerfEval: 1, Average Pay: 90248.0
Gender: Female, JobTitle:Sales Associate, Age: 60, Education: PhD, PerfEval: 2, Average Pay: 135111.0
Gender: Female, JobTitle:Sales Associate, Age: 61, Education: College, PerfEval: 2, Average Pay: 101057.0
Gender: Female, JobTitle:Sales Associate, Age: 61, Education: High School, PerfEval: 2, Average Pay: 86961.0
Gender: Female, JobTitle:Sales Associate, Age: 61, Education: PhD, PerfEval: 3, Average Pay: 138145.0
Gender: Female, JobTitle:Sales Associate, Age: 62, Education: College, PerfEval: 5, Average Pay: 100925.0
Gender: Female, JobTitle:Sales Associate, Age: 63, Education: PhD, PerfEval: 4, Average Pay: 135113.0
Gender: Female, JobTitle:Sales Associate, Age: 65, Education: PhD, PerfEval: 2, Average Pay: 146719.0
Gender: Female, JobTitle:Software Engineer, Age: 22, Education: Masters, PerfEval: 4, Average Pay: 96986.0
Gender: Female, JobTitle:Software Engineer, Age: 27, Education: High School, PerfEval: 4, Average Pay: 73500.0
Gender: Female, JobTitle:Software Engineer, Age: 28, Education: College, PerfEval: 3, Average Pay: 121218.0
Gender: Female, JobTitle:Software Engineer, Age: 28, Education: PhD, PerfEval: 3, Average Pay: 112146.0
Gender: Female, JobTitle:Software Engineer, Age: 36, Education: PhD, PerfEval: 1, Average Pay: 82838.0
Gender: Female, JobTitle:Software Engineer, Age: 41, Education: PhD, PerfEval: 4, Average Pay: 94622.0
Gender: Female, JobTitle:Software Engineer, Age: 57, Education: College, PerfEval: 1, Average Pay: 119455.0
Gender: Female, JobTitle:Software Engineer, Age: 57, Education: High School, PerfEval: 2, Average Pay: 108414.0
Gender: Female, JobTitle:Warehouse Associate, Age: 19, Education: College, PerfEval: 4, Average Pay: 73886.0
Gender: Female, JobTitle:Warehouse Associate, Age: 19, Education: High School, PerfEval: 4, Average Pay: 45662.0
Gender: Female, JobTitle:Warehouse Associate, Age: 19, Education: Masters, PerfEval: 2, Average Pay: 84991.0
Gender: Female, JobTitle:Warehouse Associate, Age: 19, Education: PhD, PerfEval: 4, Average Pay: 99476.0
Gender: Female, JobTitle:Warehouse Associate, Age: 22, Education: College, PerfEval: 3, Average Pay: 85010.0
Gender: Female, JobTitle:Warehouse Associate, Age: 22, Education: High School, PerfEval: 2, Average Pay: 98707.0
Gender: Female, JobTitle:Warehouse Associate, Age: 22, Education: Masters, PerfEval: 2, Average Pay: 74253.0
Gender: Female, JobTitle:Warehouse Associate, Age: 22, Education: PhD, PerfEval: 1, Average Pay: 121023.0
Gender: Female, JobTitle:Warehouse Associate, Age: 24, Education: College, PerfEval: 5, Average Pay: 109494.0
Gender: Female, JobTitle:Warehouse Associate, Age: 24, Education: High School, PerfEval: 3, Average Pay: 72877.0
Gender: Female, JobTitle:Warehouse Associate, Age: 25, Education: Masters, PerfEval: 3, Average Pay: 88939.0
Gender: Female, JobTitle:Warehouse Associate, Age: 25, Education: Masters, PerfEval: 4, Average Pay: 101969.0
Gender: Female, JobTitle:Warehouse Associate, Age: 28, Education: Masters, PerfEval: 4, Average Pay: 70000.0
Gender: Female, JobTitle:Warehouse Associate, Age: 30, Education: Masters, PerfEval: 5, Average Pay: 95803.0
Gender: Female, JobTitle:Warehouse Associate, Age: 31, Education: PhD, PerfEval: 4, Average Pay: 111478.0
Gender: Female, JobTitle:Warehouse Associate, Age: 34, Education: High School, PerfEval: 4, Average Pay: 63911.0
Gender: Female, JobTitle:Warehouse Associate, Age: 34, Education: PhD, PerfEval: 2, Average Pay: 121179.0
Gender: Female, JobTitle:Warehouse Associate, Age: 35, Education: PhD, PerfEval: 5, Average Pay: 105329.0
Gender: Female, JobTitle:Warehouse Associate, Age: 36, Education: College, PerfEval: 4, Average Pay: 83172.0
Gender: Female, JobTitle:Warehouse Associate, Age: 37, Education: High School, PerfEval: 3, Average Pay: 100732.0
Gender: Female, JobTitle:Warehouse Associate, Age: 38, Education: College, PerfEval: 3, Average Pay: 101571.0
Gender: Female, JobTitle:Warehouse Associate, Age: 39, Education: College, PerfEval: 5, Average Pay: 87382.0
Gender: Female, JobTitle:Warehouse Associate, Age: 41, Education: College, PerfEval: 3, Average Pay: 98977.0
Gender: Female, JobTitle:Warehouse Associate, Age: 41, Education: College, PerfEval: 5, Average Pay: 92017.0
Gender: Female, JobTitle:Warehouse Associate, Age: 41, Education: Masters, PerfEval: 4, Average Pay: 97867.0
Gender: Female, JobTitle:Warehouse Associate, Age: 42, Education: Masters, PerfEval: 3, Average Pay: 96636.0
Gender: Female, JobTitle:Warehouse Associate, Age: 42, Education: PhD, PerfEval: 1, Average Pay: 131262.0
Gender: Female, JobTitle:Warehouse Associate, Age: 44, Education: High School, PerfEval: 3, Average Pay: 85839.0
Gender: Female, JobTitle:Warehouse Associate, Age: 45, Education: High School, PerfEval: 1, Average Pay: 112047.0
Gender: Female, JobTitle:Warehouse Associate, Age: 47, Education: College, PerfEval: 2, Average Pay: 91997.0
Gender: Female, JobTitle:Warehouse Associate, Age: 47, Education: College, PerfEval: 4, Average Pay: 102858.0
Gender: Female, JobTitle:Warehouse Associate, Age: 48, Education: College, PerfEval: 5, Average Pay: 121464.0
Gender: Female, JobTitle:Warehouse Associate, Age: 50, Education: Masters, PerfEval: 4, Average Pay: 117399.0
Gender: Female, JobTitle:Warehouse Associate, Age: 51, Education: High School, PerfEval: 4, Average Pay: 129208.0
Gender: Female, JobTitle:Warehouse Associate, Age: 51, Education: High School, PerfEval: 5, Average Pay: 105775.5
Gender: Female, JobTitle:Warehouse Associate, Age: 53, Education: College, PerfEval: 5, Average Pay: 136772.0
Gender: Female, JobTitle:Warehouse Associate, Age: 55, Education: PhD, PerfEval: 2, Average Pay: 90588.0
Gender: Female, JobTitle:Warehouse Associate, Age: 56, Education: College, PerfEval: 1, Average Pay: 110766.0
Gender: Female, JobTitle:Warehouse Associate, Age: 57, Education: High School, PerfEval: 5, Average Pay: 102048.0
Gender: Female, JobTitle:Warehouse Associate, Age: 57, Education: PhD, PerfEval: 5, Average Pay: 94481.0
Gender: Female, JobTitle:Warehouse Associate, Age: 58, Education: Masters, PerfEval: 1, Average Pay: 138293.0
Gender: Female, JobTitle:Warehouse Associate, Age: 59, Education: College, PerfEval: 2, Average Pay: 98940.0
Gender: Female, JobTitle:Warehouse Associate, Age: 61, Education: Masters, PerfEval: 1, Average Pay: 124894.0
Gender: Female, JobTitle:Warehouse Associate, Age: 62, Education: PhD, PerfEval: 2, Average Pay: 107301.0
Gender: Female, JobTitle:Warehouse Associate, Age: 63, Education: High School, PerfEval: 5, Average Pay: 113812.0
Gender: Male, JobTitle:Data Scientist, Age: 18, Education: High School, PerfEval: 5, Average Pay: 64594.0
Gender: Male, JobTitle:Data Scientist, Age: 18, Education: PhD, PerfEval: 5, Average Pay: 69421.0
Gender: Male, JobTitle:Data Scientist, Age: 19, Education: High School, PerfEval: 5, Average Pay: 67639.0
Gender: Male, JobTitle:Data Scientist, Age: 19, Education: PhD, PerfEval: 2, Average Pay: 86625.0
Gender: Male, JobTitle:Data Scientist, Age: 20, Education: High School, PerfEval: 1, Average Pay: 65579.0
Gender: Male, JobTitle:Data Scientist, Age: 22, Education: High School, PerfEval: 4, Average Pay: 58991.0
Gender: Male, JobTitle:Data Scientist, Age: 23, Education: High School, PerfEval: 3, Average Pay: 90816.0
Gender: Male, JobTitle:Data Scientist, Age: 23, Education: Masters, PerfEval: 3, Average Pay: 69995.0
Gender: Male, JobTitle:Data Scientist, Age: 24, Education: Masters, PerfEval: 4, Average Pay: 68609.0
Gender: Male, JobTitle:Data Scientist, Age: 26, Education: High School, PerfEval: 4, Average Pay: 88943.0
Gender: Male, JobTitle:Data Scientist, Age: 26, Education: Masters, PerfEval: 1, Average Pay: 94717.0
Gender: Male, JobTitle:Data Scientist, Age: 27, Education: College, PerfEval: 2, Average Pay: 62499.0
Gender: Male, JobTitle:Data Scientist, Age: 28, Education: High School, PerfEval: 3, Average Pay: 74709.0
Gender: Male, JobTitle:Data Scientist, Age: 28, Education: Masters, PerfEval: 3, Average Pay: 88644.0
Gender: Male, JobTitle:Data Scientist, Age: 28, Education: Masters, PerfEval: 4, Average Pay: 105610.0
Gender: Male, JobTitle:Data Scientist, Age: 29, Education: High School, PerfEval: 4, Average Pay: 73575.0
Gender: Male, JobTitle:Data Scientist, Age: 29, Education: High School, PerfEval: 5, Average Pay: 76692.0
Gender: Male, JobTitle:Data Scientist, Age: 29, Education: PhD, PerfEval: 5, Average Pay: 106139.0
Gender: Male, JobTitle:Data Scientist, Age: 30, Education: College, PerfEval: 2, Average Pay: 78949.0
Gender: Male, JobTitle:Data Scientist, Age: 31, Education: College, PerfEval: 3, Average Pay: 81254.0
Gender: Male, JobTitle:Data Scientist, Age: 32, Education: PhD, PerfEval: 3, Average Pay: 112017.0
Gender: Male, JobTitle:Data Scientist, Age: 32, Education: PhD, PerfEval: 5, Average Pay: 95824.0
Gender: Male, JobTitle:Data Scientist, Age: 33, Education: High School, PerfEval: 2, Average Pay: 58835.0
Gender: Male, JobTitle:Data Scientist, Age: 35, Education: College, PerfEval: 2, Average Pay: 105531.0
Gender: Male, JobTitle:Data Scientist, Age: 37, Education: PhD, PerfEval: 1, Average Pay: 82424.0
Gender: Male, JobTitle:Data Scientist, Age: 38, Education: College, PerfEval: 5, Average Pay: 110428.0
Gender: Male, JobTitle:Data Scientist, Age: 38, Education: High School, PerfEval: 5, Average Pay: 89272.0
Gender: Male, JobTitle:Data Scientist, Age: 40, Education: Masters, PerfEval: 2, Average Pay: 91834.0
Gender: Male, JobTitle:Data Scientist, Age: 41, Education: College, PerfEval: 1, Average Pay: 82297.0
Gender: Male, JobTitle:Data Scientist, Age: 41, Education: High School, PerfEval: 1, Average Pay: 121537.0
Gender: Male, JobTitle:Data Scientist, Age: 41, Education: Masters, PerfEval: 3, Average Pay: 110925.0
Gender: Male, JobTitle:Data Scientist, Age: 41, Education: PhD, PerfEval: 4, Average Pay: 74452.0
Gender: Male, JobTitle:Data Scientist, Age: 43, Education: PhD, PerfEval: 1, Average Pay: 111536.0
Gender: Male, JobTitle:Data Scientist, Age: 44, Education: High School, PerfEval: 3, Average Pay: 88528.0
Gender: Male, JobTitle:Data Scientist, Age: 44, Education: Masters, PerfEval: 3, Average Pay: 121525.0
Gender: Male, JobTitle:Data Scientist, Age: 45, Education: Masters, PerfEval: 1, Average Pay: 107764.0
Gender: Male, JobTitle:Data Scientist, Age: 45, Education: PhD, PerfEval: 3, Average Pay: 130184.0
Gender: Male, JobTitle:Data Scientist, Age: 49, Education: College, PerfEval: 3, Average Pay: 100556.0
Gender: Male, JobTitle:Data Scientist, Age: 51, Education: PhD, PerfEval: 5, Average Pay: 119374.0
Gender: Male, JobTitle:Data Scientist, Age: 53, Education: High School, PerfEval: 5, Average Pay: 111245.0
Gender: Male, JobTitle:Data Scientist, Age: 54, Education: College, PerfEval: 1, Average Pay: 100394.0
Gender: Male, JobTitle:Data Scientist, Age: 56, Education: Masters, PerfEval: 1, Average Pay: 98328.0
Gender: Male, JobTitle:Data Scientist, Age: 56, Education: Masters, PerfEval: 3, Average Pay: 103635.0
Gender: Male, JobTitle:Data Scientist, Age: 57, Education: Masters, PerfEval: 1, Average Pay: 111321.0
Gender: Male, JobTitle:Data Scientist, Age: 58, Education: High School, PerfEval: 5, Average Pay: 93901.0
Gender: Male, JobTitle:Data Scientist, Age: 58, Education: PhD, PerfEval: 1, Average Pay: 128041.0
Gender: Male, JobTitle:Data Scientist, Age: 59, Education: Masters, PerfEval: 4, Average Pay: 102932.0
Gender: Male, JobTitle:Data Scientist, Age: 61, Education: Masters, PerfEval: 1, Average Pay: 125942.0
Gender: Male, JobTitle:Data Scientist, Age: 62, Education: College, PerfEval: 4, Average Pay: 100322.0
Gender: Male, JobTitle:Data Scientist, Age: 62, Education: High School, PerfEval: 3, Average Pay: 106277.0
Gender: Male, JobTitle:Data Scientist, Age: 62, Education: PhD, PerfEval: 1, Average Pay: 126686.0
Gender: Male, JobTitle:Data Scientist, Age: 62, Education: PhD, PerfEval: 3, Average Pay: 113135.0
Gender: Male, JobTitle:Data Scientist, Age: 65, Education: Masters, PerfEval: 2, Average Pay: 131977.0
Gender: Male, JobTitle:Driver, Age: 18, Education: PhD, PerfEval: 3, Average Pay: 64725.0
Gender: Male, JobTitle:Driver, Age: 20, Education: High School, PerfEval: 2, Average Pay: 73873.0
Gender: Male, JobTitle:Driver, Age: 21, Education: High School, PerfEval: 1, Average Pay: 66531.0
Gender: Male, JobTitle:Driver, Age: 24, Education: College, PerfEval: 2, Average Pay: 72597.0
Gender: Male, JobTitle:Driver, Age: 25, Education: College, PerfEval: 3, Average Pay: 48905.0
Gender: Male, JobTitle:Driver, Age: 25, Education: PhD, PerfEval: 3, Average Pay: 100321.0
Gender: Male, JobTitle:Driver, Age: 27, Education: College, PerfEval: 3, Average Pay: 97456.0
Gender: Male, JobTitle:Driver, Age: 30, Education: Masters, PerfEval: 4, Average Pay: 86911.0
Gender: Male, JobTitle:Driver, Age: 31, Education: College, PerfEval: 5, Average Pay: 92790.0
Gender: Male, JobTitle:Driver, Age: 31, Education: High School, PerfEval: 2, Average Pay: 68488.0
Gender: Male, JobTitle:Driver, Age: 32, Education: Masters, PerfEval: 3, Average Pay: 75745.0
Gender: Male, JobTitle:Driver, Age: 32, Education: PhD, PerfEval: 4, Average Pay: 98583.0
Gender: Male, JobTitle:Driver, Age: 33, Education: High School, PerfEval: 1, Average Pay: 63448.0
Gender: Male, JobTitle:Driver, Age: 34, Education: College, PerfEval: 4, Average Pay: 97352.0
Gender: Male, JobTitle:Driver, Age: 35, Education: High School, PerfEval: 2, Average Pay: 97586.0
Gender: Male, JobTitle:Driver, Age: 36, Education: PhD, PerfEval: 4, Average Pay: 96794.0
Gender: Male, JobTitle:Driver, Age: 37, Education: College, PerfEval: 4, Average Pay: 78332.0
Gender: Male, JobTitle:Driver, Age: 38, Education: PhD, PerfEval: 5, Average Pay: 111944.0
Gender: Male, JobTitle:Driver, Age: 39, Education: High School, PerfEval: 5, Average Pay: 109015.0
Gender: Male, JobTitle:Driver, Age: 40, Education: College, PerfEval: 5, Average Pay: 91430.5
Gender: Male, JobTitle:Driver, Age: 40, Education: High School, PerfEval: 3, Average Pay: 93742.0
Gender: Male, JobTitle:Driver, Age: 41, Education: Masters, PerfEval: 2, Average Pay: 100693.0
Gender: Male, JobTitle:Driver, Age: 42, Education: PhD, PerfEval: 3, Average Pay: 117715.0
Gender: Male, JobTitle:Driver, Age: 44, Education: High School, PerfEval: 4, Average Pay: 90446.0
Gender: Male, JobTitle:Driver, Age: 49, Education: College, PerfEval: 4, Average Pay: 111496.0
Gender: Male, JobTitle:Driver, Age: 49, Education: Masters, PerfEval: 4, Average Pay: 125369.0
Gender: Male, JobTitle:Driver, Age: 49, Education: Masters, PerfEval: 5, Average Pay: 80768.0
Gender: Male, JobTitle:Driver, Age: 53, Education: Masters, PerfEval: 1, Average Pay: 134816.0
Gender: Male, JobTitle:Driver, Age: 53, Education: PhD, PerfEval: 3, Average Pay: 111907.0
Gender: Male, JobTitle:Driver, Age: 54, Education: PhD, PerfEval: 3, Average Pay: 122208.0
Gender: Male, JobTitle:Driver, Age: 54, Education: PhD, PerfEval: 5, Average Pay: 118977.0
Gender: Male, JobTitle:Driver, Age: 55, Education: College, PerfEval: 2, Average Pay: 107871.0
Gender: Male, JobTitle:Driver, Age: 55, Education: Masters, PerfEval: 2, Average Pay: 100207.0
Gender: Male, JobTitle:Driver, Age: 56, Education: Masters, PerfEval: 5, Average Pay: 109247.0
Gender: Male, JobTitle:Driver, Age: 57, Education: College, PerfEval: 4, Average Pay: 141823.0
Gender: Male, JobTitle:Driver, Age: 57, Education: College, PerfEval: 5, Average Pay: 75296.0
Gender: Male, JobTitle:Driver, Age: 58, Education: College, PerfEval: 2, Average Pay: 114432.0
Gender: Male, JobTitle:Driver, Age: 59, Education: College, PerfEval: 3, Average Pay: 124424.0
Gender: Male, JobTitle:Driver, Age: 63, Education: High School, PerfEval: 4, Average Pay: 107597.0
Gender: Male, JobTitle:Driver, Age: 63, Education: PhD, PerfEval: 3, Average Pay: 134671.0
Gender: Male, JobTitle:Driver, Age: 64, Education: Masters, PerfEval: 2, Average Pay: 116101.0
Gender: Male, JobTitle:Driver, Age: 65, Education: High School, PerfEval: 1, Average Pay: 120234.0
Gender: Male, JobTitle:Financial Analyst, Age: 18, Education: PhD, PerfEval: 5, Average Pay: 107202.0
Gender: Male, JobTitle:Financial Analyst, Age: 19, Education: Masters, PerfEval: 4, Average Pay: 69354.0
Gender: Male, JobTitle:Financial Analyst, Age: 20, Education: High School, PerfEval: 4, Average Pay: 72991.0
Gender: Male, JobTitle:Financial Analyst, Age: 20, Education: PhD, PerfEval: 2, Average Pay: 111544.0
Gender: Male, JobTitle:Financial Analyst, Age: 20, Education: PhD, PerfEval: 3, Average Pay: 86439.0
Gender: Male, JobTitle:Financial Analyst, Age: 22, Education: PhD, PerfEval: 3, Average Pay: 76085.0
Gender: Male, JobTitle:Financial Analyst, Age: 24, Education: Masters, PerfEval: 4, Average Pay: 76266.0
Gender: Male, JobTitle:Financial Analyst, Age: 24, Education: PhD, PerfEval: 2, Average Pay: 77435.0
Gender: Male, JobTitle:Financial Analyst, Age: 24, Education: PhD, PerfEval: 5, Average Pay: 92652.0
Gender: Male, JobTitle:Financial Analyst, Age: 26, Education: College, PerfEval: 4, Average Pay: 112237.0
Gender: Male, JobTitle:Financial Analyst, Age: 26, Education: College, PerfEval: 5, Average Pay: 115615.0
Gender: Male, JobTitle:Financial Analyst, Age: 27, Education: PhD, PerfEval: 2, Average Pay: 105389.0
Gender: Male, JobTitle:Financial Analyst, Age: 29, Education: High School, PerfEval: 4, Average Pay: 97897.0
Gender: Male, JobTitle:Financial Analyst, Age: 29, Education: Masters, PerfEval: 1, Average Pay: 87999.0
Gender: Male, JobTitle:Financial Analyst, Age: 29, Education: Masters, PerfEval: 5, Average Pay: 121061.0
Gender: Male, JobTitle:Financial Analyst, Age: 30, Education: Masters, PerfEval: 5, Average Pay: 91484.0
Gender: Male, JobTitle:Financial Analyst, Age: 31, Education: PhD, PerfEval: 2, Average Pay: 88616.0
Gender: Male, JobTitle:Financial Analyst, Age: 31, Education: PhD, PerfEval: 3, Average Pay: 84587.0
Gender: Male, JobTitle:Financial Analyst, Age: 32, Education: Masters, PerfEval: 4, Average Pay: 86167.0
Gender: Male, JobTitle:Financial Analyst, Age: 33, Education: Masters, PerfEval: 5, Average Pay: 78267.0
Gender: Male, JobTitle:Financial Analyst, Age: 35, Education: College, PerfEval: 4, Average Pay: 97970.0
Gender: Male, JobTitle:Financial Analyst, Age: 35, Education: PhD, PerfEval: 4, Average Pay: 106860.0
Gender: Male, JobTitle:Financial Analyst, Age: 36, Education: Masters, PerfEval: 5, Average Pay: 79333.0
Gender: Male, JobTitle:Financial Analyst, Age: 36, Education: PhD, PerfEval: 3, Average Pay: 98170.0
Gender: Male, JobTitle:Financial Analyst, Age: 38, Education: College, PerfEval: 4, Average Pay: 121865.0
Gender: Male, JobTitle:Financial Analyst, Age: 38, Education: Masters, PerfEval: 3, Average Pay: 90308.0
Gender: Male, JobTitle:Financial Analyst, Age: 39, Education: College, PerfEval: 1, Average Pay: 103432.0
Gender: Male, JobTitle:Financial Analyst, Age: 39, Education: College, PerfEval: 2, Average Pay: 65347.0
Gender: Male, JobTitle:Financial Analyst, Age: 39, Education: Masters, PerfEval: 3, Average Pay: 122354.0
Gender: Male, JobTitle:Financial Analyst, Age: 39, Education: PhD, PerfEval: 4, Average Pay: 94577.0
Gender: Male, JobTitle:Financial Analyst, Age: 40, Education: PhD, PerfEval: 3, Average Pay: 94968.0
Gender: Male, JobTitle:Financial Analyst, Age: 41, Education: Masters, PerfEval: 5, Average Pay: 105386.0
Gender: Male, JobTitle:Financial Analyst, Age: 43, Education: PhD, PerfEval: 1, Average Pay: 112862.0
Gender: Male, JobTitle:Financial Analyst, Age: 44, Education: Masters, PerfEval: 5, Average Pay: 128726.0
Gender: Male, JobTitle:Financial Analyst, Age: 45, Education: High School, PerfEval: 2, Average Pay: 89856.0
Gender: Male, JobTitle:Financial Analyst, Age: 45, Education: High School, PerfEval: 4, Average Pay: 81887.0
Gender: Male, JobTitle:Financial Analyst, Age: 45, Education: Masters, PerfEval: 4, Average Pay: 106536.0
Gender: Male, JobTitle:Financial Analyst, Age: 47, Education: College, PerfEval: 5, Average Pay: 86197.0
Gender: Male, JobTitle:Financial Analyst, Age: 47, Education: High School, PerfEval: 2, Average Pay: 73317.0
Gender: Male, JobTitle:Financial Analyst, Age: 48, Education: High School, PerfEval: 1, Average Pay: 95071.0
Gender: Male, JobTitle:Financial Analyst, Age: 49, Education: High School, PerfEval: 5, Average Pay: 111006.0
Gender: Male, JobTitle:Financial Analyst, Age: 50, Education: Masters, PerfEval: 2, Average Pay: 119494.0
Gender: Male, JobTitle:Financial Analyst, Age: 51, Education: PhD, PerfEval: 4, Average Pay: 120308.0
Gender: Male, JobTitle:Financial Analyst, Age: 53, Education: Masters, PerfEval: 5, Average Pay: 120345.0
Gender: Male, JobTitle:Financial Analyst, Age: 55, Education: College, PerfEval: 3, Average Pay: 89159.0
Gender: Male, JobTitle:Financial Analyst, Age: 56, Education: High School, PerfEval: 4, Average Pay: 107222.0
Gender: Male, JobTitle:Financial Analyst, Age: 58, Education: College, PerfEval: 4, Average Pay: 129832.0
Gender: Male, JobTitle:Financial Analyst, Age: 58, Education: Masters, PerfEval: 4, Average Pay: 111169.0
Gender: Male, JobTitle:Financial Analyst, Age: 59, Education: PhD, PerfEval: 5, Average Pay: 98125.0
Gender: Male, JobTitle:Financial Analyst, Age: 60, Education: High School, PerfEval: 5, Average Pay: 129660.0
Gender: Male, JobTitle:Financial Analyst, Age: 60, Education: PhD, PerfEval: 1, Average Pay: 125352.0
Gender: Male, JobTitle:Financial Analyst, Age: 64, Education: High School, PerfEval: 3, Average Pay: 127543.0
Gender: Male, JobTitle:Financial Analyst, Age: 64, Education: High School, PerfEval: 5, Average Pay: 104513.0
Gender: Male, JobTitle:Financial Analyst, Age: 64, Education: PhD, PerfEval: 1, Average Pay: 144601.0
Gender: Male, JobTitle:Financial Analyst, Age: 65, Education: High School, PerfEval: 2, Average Pay: 99601.0
Gender: Male, JobTitle:Financial Analyst, Age: 65, Education: Masters, PerfEval: 4, Average Pay: 116481.0
Gender: Male, JobTitle:Graphic Designer, Age: 18, Education: High School, PerfEval: 4, Average Pay: 84795.0
Gender: Male, JobTitle:Graphic Designer, Age: 19, Education: Masters, PerfEval: 4, Average Pay: 69872.0
Gender: Male, JobTitle:Graphic Designer, Age: 20, Education: Masters, PerfEval: 2, Average Pay: 105654.0
Gender: Male, JobTitle:Graphic Designer, Age: 21, Education: Masters, PerfEval: 3, Average Pay: 80692.0
Gender: Male, JobTitle:Graphic Designer, Age: 22, Education: High School, PerfEval: 2, Average Pay: 76618.0
Gender: Male, JobTitle:Graphic Designer, Age: 22, Education: Masters, PerfEval: 4, Average Pay: 65225.0
Gender: Male, JobTitle:Graphic Designer, Age: 22, Education: PhD, PerfEval: 5, Average Pay: 48736.0
Gender: Male, JobTitle:Graphic Designer, Age: 23, Education: High School, PerfEval: 4, Average Pay: 57952.0
Gender: Male, JobTitle:Graphic Designer, Age: 23, Education: Masters, PerfEval: 5, Average Pay: 93271.0
Gender: Male, JobTitle:Graphic Designer, Age: 23, Education: PhD, PerfEval: 1, Average Pay: 96640.0
Gender: Male, JobTitle:Graphic Designer, Age: 24, Education: College, PerfEval: 3, Average Pay: 66091.0
Gender: Male, JobTitle:Graphic Designer, Age: 24, Education: PhD, PerfEval: 5, Average Pay: 112473.0
Gender: Male, JobTitle:Graphic Designer, Age: 26, Education: Masters, PerfEval: 5, Average Pay: 108783.0
Gender: Male, JobTitle:Graphic Designer, Age: 27, Education: College, PerfEval: 4, Average Pay: 123152.0
Gender: Male, JobTitle:Graphic Designer, Age: 29, Education: Masters, PerfEval: 1, Average Pay: 77854.0
Gender: Male, JobTitle:Graphic Designer, Age: 29, Education: PhD, PerfEval: 3, Average Pay: 76546.0
Gender: Male, JobTitle:Graphic Designer, Age: 30, Education: College, PerfEval: 1, Average Pay: 41030.0
Gender: Male, JobTitle:Graphic Designer, Age: 30, Education: Masters, PerfEval: 2, Average Pay: 77056.0
Gender: Male, JobTitle:Graphic Designer, Age: 31, Education: PhD, PerfEval: 5, Average Pay: 78334.0
Gender: Male, JobTitle:Graphic Designer, Age: 33, Education: Masters, PerfEval: 5, Average Pay: 92256.0
Gender: Male, JobTitle:Graphic Designer, Age: 34, Education: Masters, PerfEval: 5, Average Pay: 96607.0
Gender: Male, JobTitle:Graphic Designer, Age: 35, Education: PhD, PerfEval: 5, Average Pay: 98035.0
Gender: Male, JobTitle:Graphic Designer, Age: 39, Education: Masters, PerfEval: 2, Average Pay: 112714.0
Gender: Male, JobTitle:Graphic Designer, Age: 43, Education: PhD, PerfEval: 2, Average Pay: 87325.0
Gender: Male, JobTitle:Graphic Designer, Age: 44, Education: High School, PerfEval: 4, Average Pay: 110447.0
Gender: Male, JobTitle:Graphic Designer, Age: 44, Education: Masters, PerfEval: 1, Average Pay: 113099.0
Gender: Male, JobTitle:Graphic Designer, Age: 44, Education: PhD, PerfEval: 3, Average Pay: 72535.0
Gender: Male, JobTitle:Graphic Designer, Age: 45, Education: Masters, PerfEval: 2, Average Pay: 105090.0
Gender: Male, JobTitle:Graphic Designer, Age: 46, Education: High School, PerfEval: 4, Average Pay: 96035.0
Gender: Male, JobTitle:Graphic Designer, Age: 46, Education: High School, PerfEval: 5, Average Pay: 112472.0
Gender: Male, JobTitle:Graphic Designer, Age: 47, Education: College, PerfEval: 3, Average Pay: 114851.0
Gender: Male, JobTitle:Graphic Designer, Age: 49, Education: College, PerfEval: 5, Average Pay: 115234.0
Gender: Male, JobTitle:Graphic Designer, Age: 49, Education: Masters, PerfEval: 3, Average Pay: 132436.0
Gender: Male, JobTitle:Graphic Designer, Age: 50, Education: Masters, PerfEval: 3, Average Pay: 90209.0
Gender: Male, JobTitle:Graphic Designer, Age: 53, Education: High School, PerfEval: 2, Average Pay: 110717.0
Gender: Male, JobTitle:Graphic Designer, Age: 53, Education: High School, PerfEval: 5, Average Pay: 101261.0
Gender: Male, JobTitle:Graphic Designer, Age: 54, Education: High School, PerfEval: 3, Average Pay: 105722.0
Gender: Male, JobTitle:Graphic Designer, Age: 55, Education: College, PerfEval: 4, Average Pay: 82775.0
Gender: Male, JobTitle:Graphic Designer, Age: 55, Education: Masters, PerfEval: 5, Average Pay: 87472.0
Gender: Male, JobTitle:Graphic Designer, Age: 56, Education: Masters, PerfEval: 2, Average Pay: 119145.0
Gender: Male, JobTitle:Graphic Designer, Age: 57, Education: Masters, PerfEval: 4, Average Pay: 140139.0
Gender: Male, JobTitle:Graphic Designer, Age: 58, Education: Masters, PerfEval: 2, Average Pay: 99653.0
Gender: Male, JobTitle:Graphic Designer, Age: 59, Education: PhD, PerfEval: 1, Average Pay: 139467.0
Gender: Male, JobTitle:Graphic Designer, Age: 60, Education: Masters, PerfEval: 4, Average Pay: 102652.0
Gender: Male, JobTitle:Graphic Designer, Age: 61, Education: Masters, PerfEval: 4, Average Pay: 112026.0
Gender: Male, JobTitle:Graphic Designer, Age: 62, Education: Masters, PerfEval: 5, Average Pay: 92258.0
Gender: Male, JobTitle:Graphic Designer, Age: 63, Education: PhD, PerfEval: 5, Average Pay: 113622.0
Gender: Male, JobTitle:Graphic Designer, Age: 65, Education: College, PerfEval: 4, Average Pay: 130302.0
Gender: Male, JobTitle:Graphic Designer, Age: 65, Education: Masters, PerfEval: 5, Average Pay: 125256.0
Gender: Male, JobTitle:IT, Age: 18, Education: High School, PerfEval: 5, Average Pay: 56166.0
Gender: Male, JobTitle:IT, Age: 18, Education: Masters, PerfEval: 4, Average Pay: 78202.0
Gender: Male, JobTitle:IT, Age: 18, Education: PhD, PerfEval: 4, Average Pay: 63868.0
Gender: Male, JobTitle:IT, Age: 19, Education: College, PerfEval: 4, Average Pay: 87448.0
Gender: Male, JobTitle:IT, Age: 19, Education: College, PerfEval: 5, Average Pay: 88009.0
Gender: Male, JobTitle:IT, Age: 20, Education: PhD, PerfEval: 2, Average Pay: 55074.0
Gender: Male, JobTitle:IT, Age: 20, Education: PhD, PerfEval: 4, Average Pay: 82582.0
Gender: Male, JobTitle:IT, Age: 23, Education: PhD, PerfEval: 4, Average Pay: 72581.0
Gender: Male, JobTitle:IT, Age: 27, Education: High School, PerfEval: 1, Average Pay: 61165.0
Gender: Male, JobTitle:IT, Age: 27, Education: PhD, PerfEval: 3, Average Pay: 98096.0
Gender: Male, JobTitle:IT, Age: 28, Education: High School, PerfEval: 4, Average Pay: 88989.5
Gender: Male, JobTitle:IT, Age: 31, Education: College, PerfEval: 1, Average Pay: 53598.0
Gender: Male, JobTitle:IT, Age: 31, Education: Masters, PerfEval: 1, Average Pay: 96581.0
Gender: Male, JobTitle:IT, Age: 33, Education: College, PerfEval: 3, Average Pay: 96182.0
Gender: Male, JobTitle:IT, Age: 33, Education: Masters, PerfEval: 2, Average Pay: 100948.5
Gender: Male, JobTitle:IT, Age: 34, Education: College, PerfEval: 3, Average Pay: 97323.0
Gender: Male, JobTitle:IT, Age: 35, Education: College, PerfEval: 1, Average Pay: 102302.0
Gender: Male, JobTitle:IT, Age: 36, Education: High School, PerfEval: 1, Average Pay: 113360.0
Gender: Male, JobTitle:IT, Age: 36, Education: Masters, PerfEval: 3, Average Pay: 71687.0
Gender: Male, JobTitle:IT, Age: 39, Education: High School, PerfEval: 3, Average Pay: 98578.0
Gender: Male, JobTitle:IT, Age: 40, Education: College, PerfEval: 3, Average Pay: 83450.0
Gender: Male, JobTitle:IT, Age: 40, Education: College, PerfEval: 4, Average Pay: 117136.0
Gender: Male, JobTitle:IT, Age: 43, Education: College, PerfEval: 3, Average Pay: 72003.0
Gender: Male, JobTitle:IT, Age: 43, Education: College, PerfEval: 5, Average Pay: 107605.0
Gender: Male, JobTitle:IT, Age: 47, Education: PhD, PerfEval: 5, Average Pay: 89097.0
Gender: Male, JobTitle:IT, Age: 50, Education: College, PerfEval: 1, Average Pay: 88376.0
Gender: Male, JobTitle:IT, Age: 50, Education: Masters, PerfEval: 2, Average Pay: 104929.0
Gender: Male, JobTitle:IT, Age: 51, Education: High School, PerfEval: 1, Average Pay: 91872.0
Gender: Male, JobTitle:IT, Age: 52, Education: College, PerfEval: 2, Average Pay: 99206.0
Gender: Male, JobTitle:IT, Age: 52, Education: Masters, PerfEval: 5, Average Pay: 97374.0
Gender: Male, JobTitle:IT, Age: 53, Education: PhD, PerfEval: 5, Average Pay: 136138.0
Gender: Male, JobTitle:IT, Age: 55, Education: College, PerfEval: 5, Average Pay: 124372.5
Gender: Male, JobTitle:IT, Age: 55, Education: Masters, PerfEval: 2, Average Pay: 94643.0
Gender: Male, JobTitle:IT, Age: 57, Education: High School, PerfEval: 3, Average Pay: 115117.0
Gender: Male, JobTitle:IT, Age: 58, Education: College, PerfEval: 4, Average Pay: 138272.0
Gender: Male, JobTitle:IT, Age: 59, Education: Masters, PerfEval: 3, Average Pay: 103591.0
Gender: Male, JobTitle:IT, Age: 59, Education: PhD, PerfEval: 5, Average Pay: 86304.0
Gender: Male, JobTitle:IT, Age: 62, Education: Masters, PerfEval: 3, Average Pay: 123206.0
Gender: Male, JobTitle:IT, Age: 62, Education: PhD, PerfEval: 1, Average Pay: 108749.0
Gender: Male, JobTitle:IT, Age: 63, Education: Masters, PerfEval: 5, Average Pay: 142160.0
Gender: Male, JobTitle:IT, Age: 64, Education: Masters, PerfEval: 1, Average Pay: 95075.0
Gender: Male, JobTitle:IT, Age: 64, Education: PhD, PerfEval: 5, Average Pay: 105560.0
Gender: Male, JobTitle:IT, Age: 65, Education: Masters, PerfEval: 4, Average Pay: 171735.0
Gender: Male, JobTitle:Manager, Age: 18, Education: Masters, PerfEval: 1, Average Pay: 120342.0
Gender: Male, JobTitle:Manager, Age: 19, Education: PhD, PerfEval: 4, Average Pay: 128557.0
Gender: Male, JobTitle:Manager, Age: 20, Education: College, PerfEval: 4, Average Pay: 115339.0
Gender: Male, JobTitle:Manager, Age: 20, Education: Masters, PerfEval: 2, Average Pay: 106546.0
Gender: Male, JobTitle:Manager, Age: 20, Education: PhD, PerfEval: 2, Average Pay: 119418.0
Gender: Male, JobTitle:Manager, Age: 21, Education: College, PerfEval: 1, Average Pay: 118548.0
Gender: Male, JobTitle:Manager, Age: 21, Education: College, PerfEval: 2, Average Pay: 128871.0
Gender: Male, JobTitle:Manager, Age: 21, Education: High School, PerfEval: 4, Average Pay: 112143.0
Gender: Male, JobTitle:Manager, Age: 21, Education: PhD, PerfEval: 2, Average Pay: 96221.0
Gender: Male, JobTitle:Manager, Age: 22, Education: College, PerfEval: 1, Average Pay: 109433.0
Gender: Male, JobTitle:Manager, Age: 22, Education: Masters, PerfEval: 2, Average Pay: 96955.0
Gender: Male, JobTitle:Manager, Age: 23, Education: College, PerfEval: 3, Average Pay: 117347.0
Gender: Male, JobTitle:Manager, Age: 23, Education: Masters, PerfEval: 4, Average Pay: 111329.0
Gender: Male, JobTitle:Manager, Age: 23, Education: PhD, PerfEval: 4, Average Pay: 99501.0
Gender: Male, JobTitle:Manager, Age: 25, Education: College, PerfEval: 5, Average Pay: 142378.0
Gender: Male, JobTitle:Manager, Age: 27, Education: High School, PerfEval: 3, Average Pay: 90146.0
Gender: Male, JobTitle:Manager, Age: 28, Education: College, PerfEval: 3, Average Pay: 111974.0
Gender: Male, JobTitle:Manager, Age: 29, Education: PhD, PerfEval: 4, Average Pay: 156788.0
Gender: Male, JobTitle:Manager, Age: 30, Education: High School, PerfEval: 1, Average Pay: 141578.0
Gender: Male, JobTitle:Manager, Age: 30, Education: PhD, PerfEval: 1, Average Pay: 131052.0
Gender: Male, JobTitle:Manager, Age: 31, Education: College, PerfEval: 2, Average Pay: 85050.0
Gender: Male, JobTitle:Manager, Age: 31, Education: PhD, PerfEval: 3, Average Pay: 117934.0
Gender: Male, JobTitle:Manager, Age: 32, Education: High School, PerfEval: 3, Average Pay: 123920.0
Gender: Male, JobTitle:Manager, Age: 32, Education: Masters, PerfEval: 3, Average Pay: 125809.0
Gender: Male, JobTitle:Manager, Age: 33, Education: Masters, PerfEval: 4, Average Pay: 97576.0
Gender: Male, JobTitle:Manager, Age: 36, Education: High School, PerfEval: 1, Average Pay: 119403.0
Gender: Male, JobTitle:Manager, Age: 36, Education: Masters, PerfEval: 2, Average Pay: 139664.0
Gender: Male, JobTitle:Manager, Age: 37, Education: Masters, PerfEval: 3, Average Pay: 127085.0
Gender: Male, JobTitle:Manager, Age: 37, Education: PhD, PerfEval: 1, Average Pay: 119702.0
Gender: Male, JobTitle:Manager, Age: 37, Education: PhD, PerfEval: 2, Average Pay: 106209.0
Gender: Male, JobTitle:Manager, Age: 38, Education: Masters, PerfEval: 2, Average Pay: 140172.0
Gender: Male, JobTitle:Manager, Age: 40, Education: College, PerfEval: 2, Average Pay: 130327.0
Gender: Male, JobTitle:Manager, Age: 41, Education: College, PerfEval: 1, Average Pay: 127264.0
Gender: Male, JobTitle:Manager, Age: 41, Education: Masters, PerfEval: 1, Average Pay: 123506.0
Gender: Male, JobTitle:Manager, Age: 42, Education: College, PerfEval: 3, Average Pay: 131358.0
Gender: Male, JobTitle:Manager, Age: 43, Education: PhD, PerfEval: 1, Average Pay: 157327.0
Gender: Male, JobTitle:Manager, Age: 43, Education: PhD, PerfEval: 3, Average Pay: 128688.0
Gender: Male, JobTitle:Manager, Age: 45, Education: High School, PerfEval: 5, Average Pay: 132316.0
Gender: Male, JobTitle:Manager, Age: 46, Education: Masters, PerfEval: 4, Average Pay: 114848.0
Gender: Male, JobTitle:Manager, Age: 47, Education: Masters, PerfEval: 1, Average Pay: 160790.0
Gender: Male, JobTitle:Manager, Age: 48, Education: College, PerfEval: 3, Average Pay: 145780.0
Gender: Male, JobTitle:Manager, Age: 48, Education: College, PerfEval: 4, Average Pay: 117076.0
Gender: Male, JobTitle:Manager, Age: 48, Education: PhD, PerfEval: 2, Average Pay: 162967.0
Gender: Male, JobTitle:Manager, Age: 48, Education: PhD, PerfEval: 3, Average Pay: 110217.0
Gender: Male, JobTitle:Manager, Age: 48, Education: PhD, PerfEval: 4, Average Pay: 151509.0
Gender: Male, JobTitle:Manager, Age: 52, Education: High School, PerfEval: 1, Average Pay: 111781.0
Gender: Male, JobTitle:Manager, Age: 52, Education: High School, PerfEval: 2, Average Pay: 118381.0
Gender: Male, JobTitle:Manager, Age: 52, Education: High School, PerfEval: 5, Average Pay: 111779.0
Gender: Male, JobTitle:Manager, Age: 53, Education: College, PerfEval: 4, Average Pay: 128844.0
Gender: Male, JobTitle:Manager, Age: 55, Education: College, PerfEval: 2, Average Pay: 158817.0
Gender: Male, JobTitle:Manager, Age: 55, Education: High School, PerfEval: 1, Average Pay: 145280.0
Gender: Male, JobTitle:Manager, Age: 56, Education: Masters, PerfEval: 3, Average Pay: 155266.0
Gender: Male, JobTitle:Manager, Age: 56, Education: PhD, PerfEval: 2, Average Pay: 156702.0
Gender: Male, JobTitle:Manager, Age: 57, Education: Masters, PerfEval: 4, Average Pay: 145740.5
Gender: Male, JobTitle:Manager, Age: 57, Education: PhD, PerfEval: 3, Average Pay: 156896.0
Gender: Male, JobTitle:Manager, Age: 58, Education: PhD, PerfEval: 1, Average Pay: 184010.0
Gender: Male, JobTitle:Manager, Age: 59, Education: College, PerfEval: 3, Average Pay: 139705.0
Gender: Male, JobTitle:Manager, Age: 59, Education: College, PerfEval: 4, Average Pay: 133137.0
Gender: Male, JobTitle:Manager, Age: 59, Education: PhD, PerfEval: 2, Average Pay: 129400.0
Gender: Male, JobTitle:Manager, Age: 59, Education: PhD, PerfEval: 4, Average Pay: 183562.0
Gender: Male, JobTitle:Manager, Age: 60, Education: College, PerfEval: 2, Average Pay: 135821.0
Gender: Male, JobTitle:Manager, Age: 60, Education: College, PerfEval: 4, Average Pay: 159906.0
Gender: Male, JobTitle:Manager, Age: 60, Education: High School, PerfEval: 3, Average Pay: 117493.0
Gender: Male, JobTitle:Manager, Age: 61, Education: College, PerfEval: 2, Average Pay: 140906.0
Gender: Male, JobTitle:Manager, Age: 62, Education: College, PerfEval: 5, Average Pay: 165250.0
Gender: Male, JobTitle:Manager, Age: 62, Education: PhD, PerfEval: 4, Average Pay: 122413.0
Gender: Male, JobTitle:Manager, Age: 62, Education: PhD, PerfEval: 5, Average Pay: 158567.0
Gender: Male, JobTitle:Manager, Age: 63, Education: Masters, PerfEval: 5, Average Pay: 136509.0
Gender: Male, JobTitle:Marketing Associate, Age: 21, Education: College, PerfEval: 5, Average Pay: 96310.0
Gender: Male, JobTitle:Marketing Associate, Age: 25, Education: College, PerfEval: 3, Average Pay: 72077.0
Gender: Male, JobTitle:Marketing Associate, Age: 26, Education: High School, PerfEval: 4, Average Pay: 86493.0
Gender: Male, JobTitle:Marketing Associate, Age: 27, Education: College, PerfEval: 4, Average Pay: 61336.0
Gender: Male, JobTitle:Marketing Associate, Age: 33, Education: PhD, PerfEval: 3, Average Pay: 58373.0
Gender: Male, JobTitle:Marketing Associate, Age: 40, Education: PhD, PerfEval: 2, Average Pay: 122350.0
Gender: Male, JobTitle:Marketing Associate, Age: 42, Education: Masters, PerfEval: 2, Average Pay: 115875.0
Gender: Male, JobTitle:Marketing Associate, Age: 47, Education: Masters, PerfEval: 5, Average Pay: 94565.0
Gender: Male, JobTitle:Marketing Associate, Age: 47, Education: PhD, PerfEval: 2, Average Pay: 97297.0
Gender: Male, JobTitle:Marketing Associate, Age: 49, Education: High School, PerfEval: 3, Average Pay: 98202.0
Gender: Male, JobTitle:Marketing Associate, Age: 51, Education: PhD, PerfEval: 2, Average Pay: 66900.0
Gender: Male, JobTitle:Sales Associate, Age: 18, Education: High School, PerfEval: 4, Average Pay: 89142.0
Gender: Male, JobTitle:Sales Associate, Age: 18, Education: Masters, PerfEval: 1, Average Pay: 65063.0
Gender: Male, JobTitle:Sales Associate, Age: 18, Education: Masters, PerfEval: 4, Average Pay: 100133.0
Gender: Male, JobTitle:Sales Associate, Age: 19, Education: PhD, PerfEval: 1, Average Pay: 80546.0
Gender: Male, JobTitle:Sales Associate, Age: 19, Education: PhD, PerfEval: 3, Average Pay: 102701.0
Gender: Male, JobTitle:Sales Associate, Age: 20, Education: College, PerfEval: 3, Average Pay: 44346.0
Gender: Male, JobTitle:Sales Associate, Age: 21, Education: High School, PerfEval: 5, Average Pay: 99847.0
Gender: Male, JobTitle:Sales Associate, Age: 22, Education: High School, PerfEval: 1, Average Pay: 75829.0
Gender: Male, JobTitle:Sales Associate, Age: 22, Education: High School, PerfEval: 5, Average Pay: 67089.0
Gender: Male, JobTitle:Sales Associate, Age: 23, Education: High School, PerfEval: 3, Average Pay: 93157.0
Gender: Male, JobTitle:Sales Associate, Age: 24, Education: High School, PerfEval: 5, Average Pay: 75410.0
Gender: Male, JobTitle:Sales Associate, Age: 24, Education: PhD, PerfEval: 1, Average Pay: 56309.0
Gender: Male, JobTitle:Sales Associate, Age: 26, Education: High School, PerfEval: 2, Average Pay: 82698.0
Gender: Male, JobTitle:Sales Associate, Age: 28, Education: College, PerfEval: 3, Average Pay: 94146.0
Gender: Male, JobTitle:Sales Associate, Age: 28, Education: Masters, PerfEval: 3, Average Pay: 125689.0
Gender: Male, JobTitle:Sales Associate, Age: 28, Education: PhD, PerfEval: 5, Average Pay: 61620.0
Gender: Male, JobTitle:Sales Associate, Age: 29, Education: Masters, PerfEval: 3, Average Pay: 67510.0
Gender: Male, JobTitle:Sales Associate, Age: 30, Education: Masters, PerfEval: 4, Average Pay: 124006.0
Gender: Male, JobTitle:Sales Associate, Age: 33, Education: Masters, PerfEval: 3, Average Pay: 106795.0
Gender: Male, JobTitle:Sales Associate, Age: 35, Education: Masters, PerfEval: 5, Average Pay: 113519.0
Gender: Male, JobTitle:Sales Associate, Age: 36, Education: High School, PerfEval: 2, Average Pay: 55337.0
Gender: Male, JobTitle:Sales Associate, Age: 40, Education: High School, PerfEval: 2, Average Pay: 89227.0
Gender: Male, JobTitle:Sales Associate, Age: 44, Education: Masters, PerfEval: 5, Average Pay: 109276.0
Gender: Male, JobTitle:Sales Associate, Age: 45, Education: High School, PerfEval: 2, Average Pay: 72076.0
Gender: Male, JobTitle:Sales Associate, Age: 46, Education: College, PerfEval: 2, Average Pay: 100054.0
Gender: Male, JobTitle:Sales Associate, Age: 48, Education: Masters, PerfEval: 3, Average Pay: 120383.0
Gender: Male, JobTitle:Sales Associate, Age: 49, Education: High School, PerfEval: 2, Average Pay: 95858.0
Gender: Male, JobTitle:Sales Associate, Age: 49, Education: Masters, PerfEval: 2, Average Pay: 105991.0
Gender: Male, JobTitle:Sales Associate, Age: 50, Education: Masters, PerfEval: 2, Average Pay: 129924.0
Gender: Male, JobTitle:Sales Associate, Age: 51, Education: High School, PerfEval: 2, Average Pay: 100171.0
Gender: Male, JobTitle:Sales Associate, Age: 51, Education: High School, PerfEval: 3, Average Pay: 104773.0
Gender: Male, JobTitle:Sales Associate, Age: 51, Education: PhD, PerfEval: 3, Average Pay: 116693.0
Gender: Male, JobTitle:Sales Associate, Age: 53, Education: Masters, PerfEval: 2, Average Pay: 105833.0
Gender: Male, JobTitle:Sales Associate, Age: 54, Education: College, PerfEval: 1, Average Pay: 95710.0
Gender: Male, JobTitle:Sales Associate, Age: 55, Education: College, PerfEval: 4, Average Pay: 118877.0
Gender: Male, JobTitle:Sales Associate, Age: 56, Education: High School, PerfEval: 1, Average Pay: 87672.5
Gender: Male, JobTitle:Sales Associate, Age: 57, Education: PhD, PerfEval: 1, Average Pay: 116440.0
Gender: Male, JobTitle:Sales Associate, Age: 58, Education: High School, PerfEval: 5, Average Pay: 143985.0
Gender: Male, JobTitle:Sales Associate, Age: 58, Education: PhD, PerfEval: 4, Average Pay: 126326.0
Gender: Male, JobTitle:Sales Associate, Age: 58, Education: PhD, PerfEval: 5, Average Pay: 136949.0
Gender: Male, JobTitle:Sales Associate, Age: 60, Education: College, PerfEval: 1, Average Pay: 115970.0
Gender: Male, JobTitle:Sales Associate, Age: 60, Education: High School, PerfEval: 3, Average Pay: 111999.0
Gender: Male, JobTitle:Sales Associate, Age: 61, Education: PhD, PerfEval: 5, Average Pay: 110941.0
Gender: Male, JobTitle:Sales Associate, Age: 62, Education: College, PerfEval: 3, Average Pay: 135228.0
Gender: Male, JobTitle:Sales Associate, Age: 62, Education: Masters, PerfEval: 1, Average Pay: 104416.0
Gender: Male, JobTitle:Sales Associate, Age: 63, Education: High School, PerfEval: 5, Average Pay: 93594.0
Gender: Male, JobTitle:Sales Associate, Age: 63, Education: Masters, PerfEval: 2, Average Pay: 140119.0
Gender: Male, JobTitle:Sales Associate, Age: 63, Education: PhD, PerfEval: 5, Average Pay: 136533.0
Gender: Male, JobTitle:Sales Associate, Age: 64, Education: High School, PerfEval: 2, Average Pay: 125266.0
Gender: Male, JobTitle:Sales Associate, Age: 64, Education: PhD, PerfEval: 3, Average Pay: 126722.0
Gender: Male, JobTitle:Software Engineer, Age: 18, Education: College, PerfEval: 5, Average Pay: 90300.0
Gender: Male, JobTitle:Software Engineer, Age: 18, Education: High School, PerfEval: 1, Average Pay: 59945.0
Gender: Male, JobTitle:Software Engineer, Age: 18, Education: Masters, PerfEval: 3, Average Pay: 95867.0
Gender: Male, JobTitle:Software Engineer, Age: 18, Education: Masters, PerfEval: 4, Average Pay: 98578.0
Gender: Male, JobTitle:Software Engineer, Age: 18, Education: PhD, PerfEval: 4, Average Pay: 107763.0
Gender: Male, JobTitle:Software Engineer, Age: 19, Education: Masters, PerfEval: 5, Average Pay: 109923.0
Gender: Male, JobTitle:Software Engineer, Age: 19, Education: PhD, PerfEval: 5, Average Pay: 98967.0
Gender: Male, JobTitle:Software Engineer, Age: 20, Education: Masters, PerfEval: 5, Average Pay: 97365.0
Gender: Male, JobTitle:Software Engineer, Age: 20, Education: PhD, PerfEval: 2, Average Pay: 98932.0
Gender: Male, JobTitle:Software Engineer, Age: 21, Education: College, PerfEval: 5, Average Pay: 119604.0
Gender: Male, JobTitle:Software Engineer, Age: 21, Education: High School, PerfEval: 1, Average Pay: 69998.0
Gender: Male, JobTitle:Software Engineer, Age: 21, Education: High School, PerfEval: 5, Average Pay: 101454.0
Gender: Male, JobTitle:Software Engineer, Age: 21, Education: PhD, PerfEval: 4, Average Pay: 142448.0
Gender: Male, JobTitle:Software Engineer, Age: 22, Education: College, PerfEval: 1, Average Pay: 71958.0
Gender: Male, JobTitle:Software Engineer, Age: 22, Education: Masters, PerfEval: 5, Average Pay: 91232.0
Gender: Male, JobTitle:Software Engineer, Age: 23, Education: Masters, PerfEval: 2, Average Pay: 102350.0
Gender: Male, JobTitle:Software Engineer, Age: 23, Education: PhD, PerfEval: 1, Average Pay: 84135.0
Gender: Male, JobTitle:Software Engineer, Age: 24, Education: Masters, PerfEval: 4, Average Pay: 87810.0
Gender: Male, JobTitle:Software Engineer, Age: 25, Education: High School, PerfEval: 1, Average Pay: 97031.5
Gender: Male, JobTitle:Software Engineer, Age: 25, Education: Masters, PerfEval: 5, Average Pay: 130317.0
Gender: Male, JobTitle:Software Engineer, Age: 26, Education: College, PerfEval: 4, Average Pay: 85266.0
Gender: Male, JobTitle:Software Engineer, Age: 26, Education: High School, PerfEval: 3, Average Pay: 67872.0
Gender: Male, JobTitle:Software Engineer, Age: 26, Education: PhD, PerfEval: 5, Average Pay: 76850.0
Gender: Male, JobTitle:Software Engineer, Age: 27, Education: Masters, PerfEval: 4, Average Pay: 73853.0
Gender: Male, JobTitle:Software Engineer, Age: 27, Education: PhD, PerfEval: 5, Average Pay: 106090.0
Gender: Male, JobTitle:Software Engineer, Age: 29, Education: High School, PerfEval: 1, Average Pay: 90168.0
Gender: Male, JobTitle:Software Engineer, Age: 29, Education: High School, PerfEval: 4, Average Pay: 83077.0
Gender: Male, JobTitle:Software Engineer, Age: 29, Education: High School, PerfEval: 5, Average Pay: 91448.0
Gender: Male, JobTitle:Software Engineer, Age: 29, Education: Masters, PerfEval: 3, Average Pay: 99345.0
Gender: Male, JobTitle:Software Engineer, Age: 30, Education: College, PerfEval: 2, Average Pay: 86432.5
Gender: Male, JobTitle:Software Engineer, Age: 30, Education: Masters, PerfEval: 2, Average Pay: 119182.0
Gender: Male, JobTitle:Software Engineer, Age: 31, Education: College, PerfEval: 1, Average Pay: 111728.0
Gender: Male, JobTitle:Software Engineer, Age: 31, Education: High School, PerfEval: 5, Average Pay: 102022.0
Gender: Male, JobTitle:Software Engineer, Age: 31, Education: PhD, PerfEval: 5, Average Pay: 97673.0
Gender: Male, JobTitle:Software Engineer, Age: 32, Education: College, PerfEval: 1, Average Pay: 133357.0
Gender: Male, JobTitle:Software Engineer, Age: 32, Education: College, PerfEval: 2, Average Pay: 75979.0
Gender: Male, JobTitle:Software Engineer, Age: 33, Education: PhD, PerfEval: 5, Average Pay: 95787.0
Gender: Male, JobTitle:Software Engineer, Age: 35, Education: Masters, PerfEval: 2, Average Pay: 117114.0
Gender: Male, JobTitle:Software Engineer, Age: 36, Education: High School, PerfEval: 1, Average Pay: 113708.0
Gender: Male, JobTitle:Software Engineer, Age: 36, Education: High School, PerfEval: 2, Average Pay: 93014.0
Gender: Male, JobTitle:Software Engineer, Age: 36, Education: Masters, PerfEval: 1, Average Pay: 93848.5
Gender: Male, JobTitle:Software Engineer, Age: 36, Education: Masters, PerfEval: 2, Average Pay: 100675.0
Gender: Male, JobTitle:Software Engineer, Age: 36, Education: Masters, PerfEval: 4, Average Pay: 140520.0
Gender: Male, JobTitle:Software Engineer, Age: 36, Education: PhD, PerfEval: 4, Average Pay: 120721.0
Gender: Male, JobTitle:Software Engineer, Age: 37, Education: High School, PerfEval: 1, Average Pay: 85057.0
Gender: Male, JobTitle:Software Engineer, Age: 39, Education: High School, PerfEval: 4, Average Pay: 114814.0
Gender: Male, JobTitle:Software Engineer, Age: 39, Education: PhD, PerfEval: 4, Average Pay: 99796.0
Gender: Male, JobTitle:Software Engineer, Age: 40, Education: College, PerfEval: 5, Average Pay: 76197.0
Gender: Male, JobTitle:Software Engineer, Age: 40, Education: High School, PerfEval: 2, Average Pay: 103927.0
Gender: Male, JobTitle:Software Engineer, Age: 40, Education: Masters, PerfEval: 2, Average Pay: 124786.0
Gender: Male, JobTitle:Software Engineer, Age: 40, Education: PhD, PerfEval: 5, Average Pay: 121959.0
Gender: Male, JobTitle:Software Engineer, Age: 42, Education: College, PerfEval: 2, Average Pay: 114997.5
Gender: Male, JobTitle:Software Engineer, Age: 42, Education: Masters, PerfEval: 3, Average Pay: 128320.0
Gender: Male, JobTitle:Software Engineer, Age: 43, Education: PhD, PerfEval: 4, Average Pay: 109056.0
Gender: Male, JobTitle:Software Engineer, Age: 45, Education: High School, PerfEval: 2, Average Pay: 86516.0
Gender: Male, JobTitle:Software Engineer, Age: 45, Education: Masters, PerfEval: 4, Average Pay: 96282.0
Gender: Male, JobTitle:Software Engineer, Age: 47, Education: Masters, PerfEval: 2, Average Pay: 131635.0
Gender: Male, JobTitle:Software Engineer, Age: 49, Education: Masters, PerfEval: 3, Average Pay: 87737.0
Gender: Male, JobTitle:Software Engineer, Age: 49, Education: Masters, PerfEval: 5, Average Pay: 151758.0
Gender: Male, JobTitle:Software Engineer, Age: 50, Education: PhD, PerfEval: 3, Average Pay: 124172.0
Gender: Male, JobTitle:Software Engineer, Age: 51, Education: College, PerfEval: 1, Average Pay: 121881.0
Gender: Male, JobTitle:Software Engineer, Age: 51, Education: Masters, PerfEval: 2, Average Pay: 137195.0
Gender: Male, JobTitle:Software Engineer, Age: 52, Education: Masters, PerfEval: 4, Average Pay: 147482.0
Gender: Male, JobTitle:Software Engineer, Age: 53, Education: High School, PerfEval: 3, Average Pay: 112764.0
Gender: Male, JobTitle:Software Engineer, Age: 53, Education: High School, PerfEval: 4, Average Pay: 94976.0
Gender: Male, JobTitle:Software Engineer, Age: 54, Education: PhD, PerfEval: 5, Average Pay: 133817.0
Gender: Male, JobTitle:Software Engineer, Age: 55, Education: PhD, PerfEval: 2, Average Pay: 126404.0
Gender: Male, JobTitle:Software Engineer, Age: 56, Education: College, PerfEval: 5, Average Pay: 115140.0
Gender: Male, JobTitle:Software Engineer, Age: 56, Education: PhD, PerfEval: 5, Average Pay: 148989.0
Gender: Male, JobTitle:Software Engineer, Age: 58, Education: High School, PerfEval: 5, Average Pay: 127356.0
Gender: Male, JobTitle:Software Engineer, Age: 58, Education: Masters, PerfEval: 4, Average Pay: 161343.0
Gender: Male, JobTitle:Software Engineer, Age: 59, Education: College, PerfEval: 1, Average Pay: 163390.0
Gender: Male, JobTitle:Software Engineer, Age: 59, Education: High School, PerfEval: 4, Average Pay: 132085.0
Gender: Male, JobTitle:Software Engineer, Age: 59, Education: Masters, PerfEval: 4, Average Pay: 162935.0
Gender: Male, JobTitle:Software Engineer, Age: 59, Education: Masters, PerfEval: 5, Average Pay: 116520.0
Gender: Male, JobTitle:Software Engineer, Age: 60, Education: High School, PerfEval: 1, Average Pay: 109124.0
Gender: Male, JobTitle:Software Engineer, Age: 60, Education: Masters, PerfEval: 4, Average Pay: 162262.0
Gender: Male, JobTitle:Software Engineer, Age: 60, Education: PhD, PerfEval: 1, Average Pay: 131513.0
Gender: Male, JobTitle:Software Engineer, Age: 60, Education: PhD, PerfEval: 3, Average Pay: 152071.0
Gender: Male, JobTitle:Software Engineer, Age: 62, Education: High School, PerfEval: 1, Average Pay: 128299.66666666667
Gender: Male, JobTitle:Software Engineer, Age: 62, Education: PhD, PerfEval: 2, Average Pay: 142848.0
Gender: Male, JobTitle:Software Engineer, Age: 63, Education: College, PerfEval: 5, Average Pay: 132198.0
Gender: Male, JobTitle:Software Engineer, Age: 63, Education: High School, PerfEval: 4, Average Pay: 148350.0
Gender: Male, JobTitle:Software Engineer, Age: 63, Education: PhD, PerfEval: 3, Average Pay: 140701.0
Gender: Male, JobTitle:Software Engineer, Age: 64, Education: College, PerfEval: 5, Average Pay: 128166.0
Gender: Male, JobTitle:Software Engineer, Age: 64, Education: High School, PerfEval: 5, Average Pay: 122199.0
Gender: Male, JobTitle:Software Engineer, Age: 64, Education: Masters, PerfEval: 1, Average Pay: 111799.0
Gender: Male, JobTitle:Software Engineer, Age: 64, Education: PhD, PerfEval: 2, Average Pay: 152657.5
Gender: Male, JobTitle:Software Engineer, Age: 65, Education: High School, PerfEval: 3, Average Pay: 126789.0
Gender: Male, JobTitle:Software Engineer, Age: 65, Education: High School, PerfEval: 4, Average Pay: 136527.5
Gender: Male, JobTitle:Software Engineer, Age: 65, Education: Masters, PerfEval: 5, Average Pay: 142258.0
Gender: Male, JobTitle:Warehouse Associate, Age: 18, Education: College, PerfEval: 2, Average Pay: 93041.0
Gender: Male, JobTitle:Warehouse Associate, Age: 19, Education: High School, PerfEval: 2, Average Pay: 68926.0
Gender: Male, JobTitle:Warehouse Associate, Age: 21, Education: PhD, PerfEval: 5, Average Pay: 58686.0
Gender: Male, JobTitle:Warehouse Associate, Age: 22, Education: Masters, PerfEval: 5, Average Pay: 68087.0
Gender: Male, JobTitle:Warehouse Associate, Age: 23, Education: College, PerfEval: 2, Average Pay: 89148.0
Gender: Male, JobTitle:Warehouse Associate, Age: 23, Education: High School, PerfEval: 1, Average Pay: 98382.0
Gender: Male, JobTitle:Warehouse Associate, Age: 24, Education: College, PerfEval: 1, Average Pay: 76591.0
Gender: Male, JobTitle:Warehouse Associate, Age: 24, Education: PhD, PerfEval: 5, Average Pay: 94997.0
Gender: Male, JobTitle:Warehouse Associate, Age: 25, Education: College, PerfEval: 1, Average Pay: 69304.0
Gender: Male, JobTitle:Warehouse Associate, Age: 25, Education: College, PerfEval: 3, Average Pay: 75827.0
Gender: Male, JobTitle:Warehouse Associate, Age: 25, Education: Masters, PerfEval: 2, Average Pay: 64457.0
Gender: Male, JobTitle:Warehouse Associate, Age: 26, Education: High School, PerfEval: 3, Average Pay: 80224.0
Gender: Male, JobTitle:Warehouse Associate, Age: 28, Education: High School, PerfEval: 5, Average Pay: 68412.0
Gender: Male, JobTitle:Warehouse Associate, Age: 31, Education: High School, PerfEval: 4, Average Pay: 73929.0
Gender: Male, JobTitle:Warehouse Associate, Age: 33, Education: College, PerfEval: 1, Average Pay: 105985.0
Gender: Male, JobTitle:Warehouse Associate, Age: 33, Education: College, PerfEval: 3, Average Pay: 84236.0
Gender: Male, JobTitle:Warehouse Associate, Age: 34, Education: Masters, PerfEval: 1, Average Pay: 50680.0
Gender: Male, JobTitle:Warehouse Associate, Age: 34, Education: PhD, PerfEval: 5, Average Pay: 114448.0
Gender: Male, JobTitle:Warehouse Associate, Age: 35, Education: High School, PerfEval: 1, Average Pay: 79092.0
Gender: Male, JobTitle:Warehouse Associate, Age: 36, Education: PhD, PerfEval: 5, Average Pay: 117656.0
Gender: Male, JobTitle:Warehouse Associate, Age: 37, Education: High School, PerfEval: 4, Average Pay: 91130.0
Gender: Male, JobTitle:Warehouse Associate, Age: 37, Education: Masters, PerfEval: 2, Average Pay: 87575.0
Gender: Male, JobTitle:Warehouse Associate, Age: 38, Education: College, PerfEval: 3, Average Pay: 90901.0
Gender: Male, JobTitle:Warehouse Associate, Age: 38, Education: High School, PerfEval: 3, Average Pay: 88264.0
Gender: Male, JobTitle:Warehouse Associate, Age: 39, Education: PhD, PerfEval: 4, Average Pay: 85886.0
Gender: Male, JobTitle:Warehouse Associate, Age: 40, Education: Masters, PerfEval: 5, Average Pay: 111905.0
Gender: Male, JobTitle:Warehouse Associate, Age: 42, Education: PhD, PerfEval: 2, Average Pay: 94774.0
Gender: Male, JobTitle:Warehouse Associate, Age: 45, Education: High School, PerfEval: 4, Average Pay: 91844.0
Gender: Male, JobTitle:Warehouse Associate, Age: 46, Education: High School, PerfEval: 3, Average Pay: 93318.0
Gender: Male, JobTitle:Warehouse Associate, Age: 46, Education: PhD, PerfEval: 5, Average Pay: 85019.0
Gender: Male, JobTitle:Warehouse Associate, Age: 48, Education: College, PerfEval: 5, Average Pay: 69172.0
Gender: Male, JobTitle:Warehouse Associate, Age: 48, Education: PhD, PerfEval: 5, Average Pay: 78192.0
Gender: Male, JobTitle:Warehouse Associate, Age: 49, Education: High School, PerfEval: 5, Average Pay: 117794.0
Gender: Male, JobTitle:Warehouse Associate, Age: 49, Education: PhD, PerfEval: 3, Average Pay: 101201.0
Gender: Male, JobTitle:Warehouse Associate, Age: 50, Education: Masters, PerfEval: 3, Average Pay: 96525.0
Gender: Male, JobTitle:Warehouse Associate, Age: 53, Education: College, PerfEval: 1, Average Pay: 129719.0
Gender: Male, JobTitle:Warehouse Associate, Age: 53, Education: PhD, PerfEval: 3, Average Pay: 135535.0
Gender: Male, JobTitle:Warehouse Associate, Age: 54, Education: Masters, PerfEval: 2, Average Pay: 123546.0
Gender: Male, JobTitle:Warehouse Associate, Age: 56, Education: Masters, PerfEval: 3, Average Pay: 83892.0
Gender: Male, JobTitle:Warehouse Associate, Age: 58, Education: College, PerfEval: 5, Average Pay: 142205.0
Gender: Male, JobTitle:Warehouse Associate, Age: 61, Education: High School, PerfEval: 3, Average Pay: 112025.0
Gender: Male, JobTitle:Warehouse Associate, Age: 61, Education: PhD, PerfEval: 3, Average Pay: 133005.0
Gender: Male, JobTitle:Warehouse Associate, Age: 64, Education: High School, PerfEval: 4, Average Pay: 122934.0
Gender: Male, JobTitle:Warehouse Associate, Age: 65, Education: High School, PerfEval: 1, Average Pay: 109530.0

Define a custom code to create reusable code¶

In [44]:
def calculate_average_pay_by_gender(pay_gap):
    """
    Calculates the average pay for each gender.

    Parameters:
    - pay_gap: A Pandas DataFrame containing the gender pay data.

    Returns:
    - A new Pandas DataFrame with columns for gender and average total pay.
    """
In [45]:
# Group the data by gender
groups = pay_gap.groupby('Gender')
In [46]:
# Calculate the average pay for each group
avg_pays = groups.agg({'TotalPay': 'mean'}).reset_index()
In [47]:
avg_pays.columns = ['Gender', 'Average Total Pay']
In [48]:
avg_pays
Out[48]:
Gender Average Total Pay
0 Female 96416.831197
1 Male 104918.678571
In [49]:
# Calculate the average bonus for each group
avg_pays2 = groups.agg({'Bonus': 'mean'}).reset_index()
In [50]:
avg_pays2.columns = ['Gender', 'Bonus']
In [51]:
avg_pays2
Out[51]:
Gender Bonus
0 Female 6474.012821
1 Male 6461.133459
In [52]:
# Calculate the average basepay for each group
avg_pays3 = groups.agg({'BasePay': 'mean'}).reset_index()
In [53]:
avg_pays3.columns = ['Gender', 'BasePay']
In [54]:
avg_pays3
Out[54]:
Gender BasePay
0 Female 89942.818376
1 Male 98457.545113

Numpy¶

Review the Mean, Median and Standard Deviation of Pay¶

In [55]:
# Extract the Total pay column as a NumPy array
pay = np.array(pay_gap['TotalPay'])
In [56]:
# Calculate the mean, median, and standard deviation of the pay data using NumPy
mean_pay = np.mean(pay)
median_pay = np.median(pay)
std_pay = np.std(pay)
In [57]:
f"Mean pay: {mean_pay}"
Out[57]:
'Mean pay: 100939.814'
In [58]:
f"Median pay: {median_pay}"
Out[58]:
'Median pay: 100047.0'
In [59]:
f"Standard deviation of pay: {std_pay}"
Out[59]:
'Standard deviation of pay: 25144.018208977737'

Identify the number of Males and Females getting above or below the mean and median pay¶

In [60]:
# Extract the TotalPay and Gender columns as NumPy arrays
total_pay = np.array(pay_gap['TotalPay'])
gender = np.array(pay_gap['Gender'])
In [61]:
# Find the indices of males and females
male_indices = np.where(gender == 'Male')[0]
female_indices = np.where(gender == 'Female')[0]
In [62]:
# Calculate the number of males and females getting above or below the mean pay
num_male_above_mean = np.sum(total_pay[male_indices] > mean_pay)
num_female_above_mean = np.sum(total_pay[female_indices] > mean_pay)
num_male_below_mean = np.sum(total_pay[male_indices] < mean_pay)
num_female_below_mean = np.sum(total_pay[female_indices] < mean_pay)
In [63]:
'Number of Males Above Mean Pay:', num_male_above_mean
Out[63]:
('Number of Males Above Mean Pay:', 284)
In [64]:
'Number of Females Above Mean Pay:', num_female_above_mean
Out[64]:
('Number of Females Above Mean Pay:', 202)
In [65]:
'Number of Males Below Mean Pay:', num_male_below_mean
Out[65]:
('Number of Males Below Mean Pay:', 248)
In [66]:
'Number of Females Below Mean Pay:', num_female_below_mean
Out[66]:
('Number of Females Below Mean Pay:', 266)
In [67]:
# Given the variation in the data, calculate the number of males and females getting above or below the meadian pay
num_male_above_median = np.sum(total_pay[male_indices] > median_pay)
num_female_above_median = np.sum(total_pay[female_indices] > median_pay)
num_male_below_median = np.sum(total_pay[male_indices] < median_pay)
num_female_below_median = np.sum(total_pay[female_indices] < median_pay)
In [68]:
'Number of Males Above Median Pay:', num_male_above_median
Out[68]:
('Number of Males Above Median Pay:', 294)
In [69]:
'Number of Males Below Median Pay:', num_male_below_median
Out[69]:
('Number of Males Below Median Pay:', 238)
In [70]:
'Number of Females Above Median Pay:', num_female_above_median
Out[70]:
('Number of Females Above Median Pay:', 206)
In [71]:
'Number of Females Below Median Pay:', num_female_below_median
Out[71]:
('Number of Females Below Median Pay:', 262)

Use Of Dictionaries or Lists¶

In [72]:
#List usage demonstrated as part of Regex function, so use of dictionaries detailed here
In [73]:
# Convert the DataFrame to a list of dictionaries
data = pay_gap.to_dict('records')
In [74]:
# Filter the data to get only the rows where gender is female
female_data = [row for row in data if row['Gender'] == 'Female']
In [75]:
# Calculate the average pay for female employees
female_pay = [row['TotalPay'] for row in female_data]
avg_female_pay = sum(female_pay) / len(female_pay)
In [76]:
f"Average pay for female employees: {avg_female_pay}"
Out[76]:
'Average pay for female employees: 96416.8311965812'
In [77]:
# Filter the data to get only the rows where gender is male
male_data = [row for row in data if row['Gender'] == 'Male']
In [78]:
# Calculate the average pay for male employees
male_pay = [row['TotalPay'] for row in male_data]
avg_male_pay = sum(male_pay) / len(male_pay)
In [79]:
f"Average pay for male employees: {avg_male_pay}"
Out[79]:
'Average pay for male employees: 104918.67857142857'

Visualise¶

In [80]:
for i in pay_gap:
  plt.title(i)
  sns.countplot(x=pay_gap[i])
  
  plt.xticks(rotation=90)
  plt.show()
In [81]:
title = pd.get_dummies(pay_gap, columns=['Gender']).groupby('JobTitle').sum()

female = go.Pie(labels=title.index,values=title['Gender_Female'],name="Female",hole=0.5,domain={'x': [0,0.46]})
male = go.Pie(labels=title.index,values=title['Gender_Male'],name="Male",hole=0.5,domain={'x': [0.52,1]})

layout = dict(title = 'Job Title Distribution', font=dict(size=14), legend=dict(orientation="h"),
              annotations = [dict(x=0.2, y=0.5, text='Female', showarrow=False, font=dict(size=20)),
                             dict(x=0.8, y=0.5, text='Male', showarrow=False, font=dict(size=20)) ])

fig = dict(data=[female, male], layout=layout)
py.iplot(fig)
In [82]:
education = pd.get_dummies(pay_gap, columns=['Gender']).groupby('Education').sum()

female = go.Pie(labels=education.index,values=education['Gender_Female'],name="Female",hole=0.5,domain={'x': [0,0.46]})
male = go.Pie(labels=education.index,values=education['Gender_Male'],name="Male",hole=0.5,domain={'x': [0.52,1]})

layout = dict(title = 'Education Distribution', font=dict(size=14), legend=dict(orientation="h"),
              annotations = [dict(x=0.2, y=0.5, text='Female', showarrow=False, font=dict(size=20)),
                             dict(x=0.8, y=0.5, text='Male', showarrow=False, font=dict(size=20)) ])

fig = dict(data=[female, male], layout=layout)
py.iplot(fig)
In [83]:
seniority = pd.get_dummies(pay_gap, columns=['Gender']).groupby('Seniority').sum()

female = go.Pie(labels=seniority.index,values=seniority['Gender_Female'],name="Female",hole=0.5,domain={'x': [0,0.46]})
male = go.Pie(labels=seniority.index,values=seniority['Gender_Male'],name="Male",hole=0.5,domain={'x': [0.52,1]})

layout = dict(title = 'Seniority Level Distribution', font=dict(size=14), legend=dict(orientation="h"),
              annotations = [dict(x=0.2, y=0.5, text='Female', showarrow=False, font=dict(size=20)),
                             dict(x=0.8, y=0.5, text='Male', showarrow=False, font=dict(size=20)) ])

fig = dict(data=[female, male], layout=layout)
py.iplot(fig)
In [84]:
# Set font scale to 1.5 to increase font size
sns.set(font_scale=1.5)

plt.figure(figsize=(20, 20))
sns.countplot(data=pay_gap, x="Gender", hue="JobTitle")

# Increase x and y axis label font size
plt.xticks(fontsize=10)
plt.yticks(fontsize=10)

# Increase legend font size
plt.legend(bbox_to_anchor=(0.5, -0.15), ncol=len(pay_gap['JobTitle'].unique()), fontsize=5)

plt.show()
In [85]:
# need to adjust the chart so that it is easier to interpret
# Set font scale to 1.5 
sns.set(font_scale=1.5)

plt.figure(figsize=(20, 20))
sns.countplot(data=pay_gap, x="JobTitle", hue="Gender")

# Rotate x-axis labels by 45 degrees
plt.xticks(rotation=45, fontsize=16)

# Increase y axis label font size
plt.yticks(fontsize=16)

# Increase legend font size
plt.legend(bbox_to_anchor=(0.5, -0.15), ncol=len(pay_gap['JobTitle'].unique()), fontsize=17)

plt.show()
In [86]:
sns.countplot(data=pay_gap, x='Gender')
plt.xlabel('Gender')
plt.ylabel('Count')
plt.title('Frequency of Gender')
plt.show()
In [87]:
# Create two histograms, one for each gender
plt.figure(figsize=(10, 8))  
plt.hist(pay_gap[pay_gap['Gender'] == 'Male']['TotalPay'], alpha=0.5, label='Male')
plt.hist(pay_gap[pay_gap['Gender'] == 'Female']['TotalPay'], alpha=0.5, label='Female')
plt.xlabel('TotalPay')
plt.ylabel('Frequency')
plt.title('Distribution of TotalPay by Gender')
plt.legend()
plt.show()
In [88]:
plt.figure(figsize=(10, 8))  
sns.scatterplot(data=pay_gap, x='Age', y='TotalPay', hue='Gender')
plt.xlabel('Age')
plt.ylabel('TotalPay')
plt.title('Age vs TotalPay')
plt.show()

Machine Learning¶

Hyper Parameter Tuning¶

Predicting Total Pay using Linear Regression¶

In [89]:
# Select features and target variable
X = pay_gap[['Age', 'PerfEval', 'Seniority', 'BasePay', 'Bonus']]
y = pay_gap['TotalPay']
In [90]:
# Split the data into training and test sets
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
In [91]:
# Train a linear regression model
model = LinearRegression()
model.fit(X_train, y_train)
Out[91]:
LinearRegression()
In [92]:
# Evaluate the model on the test set using R^2 score
score = model.score(X_test, y_test)
print("Model accuracy:", score)
Model accuracy: 1.0
In [93]:
pay_gap.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1000 entries, 0 to 999
Data columns (total 10 columns):
 #   Column     Non-Null Count  Dtype 
---  ------     --------------  ----- 
 0   JobTitle   1000 non-null   object
 1   Gender     1000 non-null   object
 2   Age        1000 non-null   int64 
 3   PerfEval   1000 non-null   int64 
 4   Education  1000 non-null   object
 5   Dept       1000 non-null   object
 6   Seniority  1000 non-null   int64 
 7   BasePay    1000 non-null   int64 
 8   Bonus      1000 non-null   int64 
 9   TotalPay   1000 non-null   int64 
dtypes: int64(6), object(4)
memory usage: 78.2+ KB
In [94]:
#identify the relevant colums for the training model
selected_columns = ['Gender', 'Age', 'Education','Dept', 'Seniority', 'BasePay', 'Bonus','TotalPay']
In [95]:
cols_to_encode = selected_columns
In [96]:
# use One hot encode to deal with the cateogorical colums 
encoder = pd.get_dummies(pay_gap[cols_to_encode])
encoder.head()
Out[96]:
Age Seniority BasePay Bonus TotalPay Gender_Female Gender_Male Education_College Education_High School Education_Masters Education_PhD Dept_Administration Dept_Engineering Dept_Management Dept_Operations Dept_Sales
Ref_Number
0 18 2 42363 9938 52301 1 0 1 0 0 0 0 0 0 1 0
1 21 5 108476 11128 119604 0 1 1 0 0 0 0 0 1 0 0
2 19 5 90208 9268 99476 1 0 0 0 0 1 1 0 0 0 0
3 20 4 108080 10154 118234 0 1 0 0 1 0 0 0 0 0 1
4 26 5 99464 9319 108783 0 1 0 0 1 0 0 1 0 0 0
In [97]:
encoder.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1000 entries, 0 to 999
Data columns (total 16 columns):
 #   Column                 Non-Null Count  Dtype
---  ------                 --------------  -----
 0   Age                    1000 non-null   int64
 1   Seniority              1000 non-null   int64
 2   BasePay                1000 non-null   int64
 3   Bonus                  1000 non-null   int64
 4   TotalPay               1000 non-null   int64
 5   Gender_Female          1000 non-null   uint8
 6   Gender_Male            1000 non-null   uint8
 7   Education_College      1000 non-null   uint8
 8   Education_High School  1000 non-null   uint8
 9   Education_Masters      1000 non-null   uint8
 10  Education_PhD          1000 non-null   uint8
 11  Dept_Administration    1000 non-null   uint8
 12  Dept_Engineering       1000 non-null   uint8
 13  Dept_Management        1000 non-null   uint8
 14  Dept_Operations        1000 non-null   uint8
 15  Dept_Sales             1000 non-null   uint8
dtypes: int64(5), uint8(11)
memory usage: 49.9 KB
In [98]:
#train linear regression model on the training set and evaluate its performance on the test set
lr = LinearRegression()
lr.fit(X_train, y_train)
y_pred = lr.predict(X_test)
print("Model accuracy:", r2_score(y_test, y_pred))
Model accuracy: 1.0
In [99]:
encoder.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1000 entries, 0 to 999
Data columns (total 16 columns):
 #   Column                 Non-Null Count  Dtype
---  ------                 --------------  -----
 0   Age                    1000 non-null   int64
 1   Seniority              1000 non-null   int64
 2   BasePay                1000 non-null   int64
 3   Bonus                  1000 non-null   int64
 4   TotalPay               1000 non-null   int64
 5   Gender_Female          1000 non-null   uint8
 6   Gender_Male            1000 non-null   uint8
 7   Education_College      1000 non-null   uint8
 8   Education_High School  1000 non-null   uint8
 9   Education_Masters      1000 non-null   uint8
 10  Education_PhD          1000 non-null   uint8
 11  Dept_Administration    1000 non-null   uint8
 12  Dept_Engineering       1000 non-null   uint8
 13  Dept_Management        1000 non-null   uint8
 14  Dept_Operations        1000 non-null   uint8
 15  Dept_Sales             1000 non-null   uint8
dtypes: int64(5), uint8(11)
memory usage: 49.9 KB
In [100]:
# change the Data type from unit8 to int64
encoder['Gender_Female'] = encoder['Gender_Female'].astype('int64')
encoder['Gender_Male'] = encoder['Gender_Male'].astype('int64')
encoder['Education_College'] = encoder['Education_College'].astype('int64')
encoder['Education_High School'] = encoder['Education_High School'].astype('int64')
encoder['Education_Masters'] = encoder['Education_Masters'].astype('int64')
encoder['Education_PhD'] = encoder['Education_PhD'].astype('int64')
encoder['Dept_Administration'] = encoder['Dept_Administration'].astype('int64')
encoder['Dept_Engineering'] = encoder['Dept_Engineering'].astype('int64')
encoder['Dept_Management'] = encoder['Dept_Management'].astype('int64')
encoder['Dept_Operations'] = encoder['Dept_Operations'].astype('int64')
encoder['Dept_Sales'] = encoder['Dept_Sales'].astype('int64')
In [101]:
encoder.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1000 entries, 0 to 999
Data columns (total 16 columns):
 #   Column                 Non-Null Count  Dtype
---  ------                 --------------  -----
 0   Age                    1000 non-null   int64
 1   Seniority              1000 non-null   int64
 2   BasePay                1000 non-null   int64
 3   Bonus                  1000 non-null   int64
 4   TotalPay               1000 non-null   int64
 5   Gender_Female          1000 non-null   int64
 6   Gender_Male            1000 non-null   int64
 7   Education_College      1000 non-null   int64
 8   Education_High School  1000 non-null   int64
 9   Education_Masters      1000 non-null   int64
 10  Education_PhD          1000 non-null   int64
 11  Dept_Administration    1000 non-null   int64
 12  Dept_Engineering       1000 non-null   int64
 13  Dept_Management        1000 non-null   int64
 14  Dept_Operations        1000 non-null   int64
 15  Dept_Sales             1000 non-null   int64
dtypes: int64(16)
memory usage: 125.1 KB

Predicting Gender pay using Random Forest¶

In [102]:
# Split the data into training and test sets
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
In [103]:
# Train a random forest classifier
model = RandomForestClassifier(n_estimators=100, random_state=42)
model.fit(X_train, y_train)
Out[103]:
RandomForestClassifier(random_state=42)
In [104]:
# Evaluate the model on the test set
score = model.score(X_test, y_test)
print("Model accuracy:", score)
Model accuracy: 0.0

Boosting¶

In [105]:
# Split the dataset into features (X) and target variable (y)
X = encoder.drop('TotalPay', axis=1)
y = encoder['TotalPay']
In [106]:
# Split the data into training and testing sets
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
In [107]:
# Create the XGBoost model
xgb_model = xgb.XGBRegressor()
In [108]:
# Train the model
xgb_model.fit(X_train, y_train)
Out[108]:
XGBRegressor(base_score=None, booster=None, callbacks=None,
             colsample_bylevel=None, colsample_bynode=None,
             colsample_bytree=None, early_stopping_rounds=None,
             enable_categorical=False, eval_metric=None, feature_types=None,
             gamma=None, gpu_id=None, grow_policy=None, importance_type=None,
             interaction_constraints=None, learning_rate=None, max_bin=None,
             max_cat_threshold=None, max_cat_to_onehot=None,
             max_delta_step=None, max_depth=None, max_leaves=None,
             min_child_weight=None, missing=nan, monotone_constraints=None,
             n_estimators=100, n_jobs=None, num_parallel_tree=None,
             predictor=None, random_state=None, ...)
In [109]:
# Predict on the test set
y_pred = xgb_model.predict(X_test)
In [110]:
# Calculate root mean squared error (RMSE) as the evaluation metric
rmse = mean_squared_error(y_test, y_pred, squared=False)
print("Root Mean Squared Error (RMSE):", rmse)
Root Mean Squared Error (RMSE): 847.5122314526967
In [111]:
# scatter plot to visualize the predicted values against the actual values
plt.scatter(y_test, y_pred)
plt.xlabel('Actual Values')
plt.ylabel('Predicted Values')
plt.title('Actual vs. Predicted Values')
plt.show()
In [112]:
#Calculate the mean absolute error (MAE)
mae = np.mean(np.abs(y_test - y_pred))
print("Mean Absolute Error (MAE):", mae)
Mean Absolute Error (MAE): 588.31806640625
In [113]:
#Calculate the R-squared score
r2 = r2_score(y_test, y_pred)
print("R-squared Score:", r2)
R-squared Score: 0.9988550858836964
In [ ]: